cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4ddk92
title: Occurrence Download

description: A dataset containing 4924 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, Svalbard and Jan Mayen, Portugal, Spain, France, Germany, Belgium, Netherlands, Denmark, Estonia, Latvia, Lithuania, Italy, Greece, Cyprus, Türkiye, Russian Federation, Ukraine, Romania, Bulgaria, Albania, Croatia, Austria, Slovakia, Poland)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crucianella maritima L."
 ]
}

 The dataset includes 4924 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082725-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id257372.1
title: StrainInfo SI-ID 257372.1

description: StrainInfo dataset 257372 about a strain of Humicola fuscoatra. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257373.1
title: StrainInfo SI-ID 257373.1

description: StrainInfo dataset 257373 about a strain of Postia placenta. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257436.1
title: StrainInfo SI-ID 257436.1

description: StrainInfo dataset 257436 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257437.1
title: StrainInfo SI-ID 257437.1

description: StrainInfo dataset 257437 about a strain of Fusarium acuminatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/8hsehm
title: Swedish Malaise Trap Project (SMTP) - Lonchaeidae

description: Occurrences in this dataset on Swedish Insects have been identified from specimens collected from for the Swedish Malaise Project (SMTP), an inventory funded by the Swedish Species Information Centre (ArtDatabanken). These records comprise the foundation for recent estimates on the size and composition of the Swedish insect fauna, published herein as sample-based datasets.
DOI: 10.60712/si-id257315.1
title: StrainInfo SI-ID 257315.1

description: StrainInfo dataset 257315 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257316.1
title: StrainInfo SI-ID 257316.1

description: StrainInfo dataset 257316 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257317.1
title: StrainInfo SI-ID 257317.1

description: StrainInfo dataset 257317 about a strain of Heterobasidion annosum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257318.1
title: StrainInfo SI-ID 257318.1

description: StrainInfo dataset 257318 about a strain of Heterobasidion annosum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257374.1
title: StrainInfo SI-ID 257374.1

description: StrainInfo dataset 257374 about a strain of Coniophora prasinoides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257375.1
title: StrainInfo SI-ID 257375.1

description: StrainInfo dataset 257375 about a strain of Armillaria mellea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257376.1
title: StrainInfo SI-ID 257376.1

description: StrainInfo dataset 257376 about a strain of Armillaria mellea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257377.1
title: StrainInfo SI-ID 257377.1

description: StrainInfo dataset 257377 about a strain of Armillaria mellea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257438.1
title: StrainInfo SI-ID 257438.1

description: StrainInfo dataset 257438 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257439.1
title: StrainInfo SI-ID 257439.1

description: StrainInfo dataset 257439 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.5281/zenodo.10654475
title: Learning to quantify: LeQua 2024 datasets

description: Learning to Quantify

The aim of LeQua 2024 (the 2nd data challenge on Learning to Quantify) is to allow the comparative evaluation of methods for “learning to quantify” in textual datasets, i.e., methods for training predictors of the relative frequencies of the classes of interest in sets of unlabelled textual documents. These predictors (called “quantifiers”) will be required to issue predictions for several such sets, some of them characterized by class frequencies radically different from the ones of the training set.

LeQua 2024 is supported



by the SoBigData++ project, funded by the European Commission (Grant 871042) under the H2020 Programme INFRAIA-2019-1;

by the AI4Media project, funded by the European Commission (Grant 951911) under the H2020 Programme ICT-48-2020;

by the FAIR and QuaDaSh (Grant P2022TB5JF) projects, funded by the European Union under the NextGenerationEU funding scheme. The organizers’ opinions do not necessarily reflect those of the European Commission.


Challenge website

https://lequa2024.github.io/

Info on data and formats

https://github.com/HLT-ISTI/LeQua2024_scripts

Tasks



Task T1: This task is concerned with evaluating binary quantifiers, i.e., quantifiers that must only predict the relative frequencies of a class and its complement; the data used are affected by prior probability shift (a.k.a. “label shift”). This task is akin to Task T1A of LeQua 2022.

Task T2: This task is concerned with evaluating single-label multi-class quantifiers, i.e., quantifiers that operate on datapoints each belonging to exactly one among a set of n>2 classes; here too, the data used are affected by prior probability shift. This task is akin to Task T1B of LeQua 2022.

Task T3: This task is concerned with evaluating ordinal quantifiers, i.e., quantifiers that operate on a set of n>2 totally ordered classes; here too, the data used are affected by prior probability shift. This task is new to LeQua 2024.

Task T4: Like Task T1, this task is concerned with evaluating binary quantifiers; unlike in Task T1, the data used are affected by covariate shift. This task is new to LeQua 2024.
DOI: 10.60712/si-id257440.1
title: StrainInfo SI-ID 257440.1

description: StrainInfo dataset 257440 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257441.1
title: StrainInfo SI-ID 257441.1

description: StrainInfo dataset 257441 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257319.1
title: StrainInfo SI-ID 257319.1

description: StrainInfo dataset 257319 about a strain of Armillaria mellea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257320.1
title: StrainInfo SI-ID 257320.1

description: StrainInfo dataset 257320 about a strain of Bjerkandera adusta. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257321.1
title: StrainInfo SI-ID 257321.1

description: StrainInfo dataset 257321 about a strain of Inonotus hispidus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257322.1
title: StrainInfo SI-ID 257322.1

description: StrainInfo dataset 257322 about a strain of Lentinus tigrinus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257378.1
title: StrainInfo SI-ID 257378.1

description: StrainInfo dataset 257378 about a strain of Armillaria mellea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257379.1
title: StrainInfo SI-ID 257379.1

description: StrainInfo dataset 257379 about a strain of Armillaria mellea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257380.1
title: StrainInfo SI-ID 257380.1

description: StrainInfo dataset 257380 about a strain of Armillaria mellea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257381.1
title: StrainInfo SI-ID 257381.1

description: StrainInfo dataset 257381 about a strain of Armillaria mellea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257442.1
title: StrainInfo SI-ID 257442.1

description: StrainInfo dataset 257442 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257443.1
title: StrainInfo SI-ID 257443.1

description: StrainInfo dataset 257443 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257444.1
title: StrainInfo SI-ID 257444.1

description: StrainInfo dataset 257444 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257323.1
title: StrainInfo SI-ID 257323.1

description: StrainInfo dataset 257323 about a strain of Stereum hirsutum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.bk9rjf
title: Occurrence Download

description: A dataset containing 40213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Catananche caerulea L., Catananche caerulea Georgi, Catananche caerulea var. armerioides Debeaux, Catananche caerulea var. propinqua (Pomel) Hochr., Catananche caerulea var. tenuis Ball, Catananche caerulea var. caerulea, Catananche caerulea var. tlemcenensis Faure, Catananche caerulea var. ochroleuca Maire)"
 ]
}

 The dataset includes 40213 records from 439 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082721-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id257324.1
title: StrainInfo SI-ID 257324.1

description: StrainInfo dataset 257324 about a strain of Stereum rugosum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257325.1
title: StrainInfo SI-ID 257325.1

description: StrainInfo dataset 257325 about a strain of Daedaleopsis confragosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257382.1
title: StrainInfo SI-ID 257382.1

description: StrainInfo dataset 257382 about a strain of Armillaria mellea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257383.1
title: StrainInfo SI-ID 257383.1

description: StrainInfo dataset 257383 about a strain of Armillaria mellea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257384.1
title: StrainInfo SI-ID 257384.1

description: StrainInfo dataset 257384 about a strain of Armillaria mellea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.5281/zenodo.11091067
title: Learning to quantify: LeQua 2024 datasets

description: Learning to Quantify

The aim of LeQua 2024 (the 2nd data challenge on Learning to Quantify) is to allow the comparative evaluation of methods for “learning to quantify” in textual datasets, i.e., methods for training predictors of the relative frequencies of the classes of interest in sets of unlabelled textual documents. These predictors (called “quantifiers”) will be required to issue predictions for several such sets, some of them characterized by class frequencies radically different from the ones of the training set.

LeQua 2024 is supported



by the SoBigData++ project, funded by the European Commission (Grant 871042) under the H2020 Programme INFRAIA-2019-1;

by the AI4Media project, funded by the European Commission (Grant 951911) under the H2020 Programme ICT-48-2020;

by the FAIR and QuaDaSh (Grant P2022TB5JF) projects, funded by the European Union under the NextGenerationEU funding scheme. The organizers’ opinions do not necessarily reflect those of the European Commission.


Challenge website

https://lequa2024.github.io/

Info on data and formats

https://github.com/HLT-ISTI/LeQua2024_scripts

Tasks



Task T1: This task is concerned with evaluating binary quantifiers, i.e., quantifiers that must only predict the relative frequencies of a class and its complement; the data used are affected by prior probability shift (a.k.a. “label shift”). This task is akin to Task T1A of LeQua 2022.

Task T2: This task is concerned with evaluating single-label multi-class quantifiers, i.e., quantifiers that operate on datapoints each belonging to exactly one among a set of n>2 classes; here too, the data used are affected by prior probability shift. This task is akin to Task T1B of LeQua 2022.

Task T3: This task is concerned with evaluating ordinal quantifiers, i.e., quantifiers that operate on a set of n>2 totally ordered classes; here too, the data used are affected by prior probability shift. This task is new to LeQua 2024.

Task T4: Like Task T1, this task is concerned with evaluating binary quantifiers; unlike in Task T1, the data used are affected by covariate shift. This task is new to LeQua 2024.
DOI: 10.60712/si-id257445.1
title: StrainInfo SI-ID 257445.1

description: StrainInfo dataset 257445 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257446.1
title: StrainInfo SI-ID 257446.1

description: StrainInfo dataset 257446 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257447.1
title: StrainInfo SI-ID 257447.1

description: StrainInfo dataset 257447 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257448.1
title: StrainInfo SI-ID 257448.1

description: StrainInfo dataset 257448 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257449.1
title: StrainInfo SI-ID 257449.1

description: StrainInfo dataset 257449 about a strain of Phytophthora cinnamomi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257326.1
title: StrainInfo SI-ID 257326.1

description: StrainInfo dataset 257326 about a strain of Trametes hirsuta. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257327.1
title: StrainInfo SI-ID 257327.1

description: StrainInfo dataset 257327 about a strain of Fomes fomentarius. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257328.1
title: StrainInfo SI-ID 257328.1

description: StrainInfo dataset 257328 about a strain of Ganoderma applanatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257329.1
title: StrainInfo SI-ID 257329.1

description: StrainInfo dataset 257329 about a strain of Phellinus igniarius. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257385.1
title: StrainInfo SI-ID 257385.1

description: StrainInfo dataset 257385 about a strain of Penicillium aurantiogriseum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257386.1
title: StrainInfo SI-ID 257386.1

description: StrainInfo dataset 257386 about a strain of Penicillium verrucosum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257387.1
title: StrainInfo SI-ID 257387.1

description: StrainInfo dataset 257387 about a strain of Aspergillus versicolor. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id257388.1
title: StrainInfo SI-ID 257388.1

description: StrainInfo dataset 257388 about a strain of Aspergillus pseudoglaucus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.w8djyx
title: Occurrence Download

description: A dataset containing 994084 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Occurrence evidence",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "TaxonKey is Arecaceae"
 ]
}

 The dataset includes 994084 records from 1342 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247316-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.