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

description: A dataset containing 18530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Erica australis L."
 ]
}

 The dataset includes 18530 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278435-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4473h
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-76.2503167999999931 36.8264240000000029, -76.2503167999999931 36.8272765000000035, -76.2503167999999931 36.8284842200000000, -76.2503167999999931 36.8295498499999994, -76.2503167999999931 36.8304023500000000, -76.2503167999999931 36.8316100700000035, -76.2503167999999931 36.8335282000000035, -76.2484741500000069 36.8335282000000035, -76.2474111899999940 36.8335282000000035, -76.2462064900000058 36.8335282000000035, -76.2445766099999958 36.8335282000000035, -76.2424506899999983 36.8335282000000035, -76.2406789000000060 36.8335282000000035, -76.2406789000000060 36.8322494399999982, -76.2406789000000060 36.8309706900000009, -76.2406789000000060 36.8301892300000020, -76.2406789000000060 36.8289815099999984, -76.2406789000000060 36.8280579700000033, -76.2406789000000060 36.8264240000000029, -76.2423798199999965 36.8264240000000029, -76.2435136499999970 36.8264240000000029, -76.2448600700000014 36.8264240000000029, -76.2463482200000016 36.8264240000000029, -76.2483324199999970 36.8264240000000029, -76.2503167999999931 36.8264240000000029))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105231-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zj8su
title: Occurrence Download

description: A dataset containing 293480 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sciurus carolinensis Gmelin, 1788"
 ]
}

 The dataset includes 293480 records from 264 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219755-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxswvd
title: Occurrence Download

description: A dataset containing 1292 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba arctica J.Vahl"
 ]
}

 The dataset includes 1292 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157268-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.csqb5c
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-76.3341084999999993 36.8087757999999994, -76.3341084999999993 36.8102240099999989, -76.3341084999999993 36.8114911899999981, -76.3341084999999993 36.8126980300000000, -76.3341084999999993 36.8134824799999976, -76.3341084999999993 36.8148100000000014, -76.3324154799999945 36.8148100000000014, -76.3316898500000036 36.8148100000000014, -76.3307223399999941 36.8148100000000014, -76.3296338899999967 36.8148100000000014, -76.3280616800000047 36.8148100000000014, -76.3267313500000029 36.8148100000000014, -76.3260057199999977 36.8148100000000014, -76.3246149200000019 36.8148100000000014, -76.3229218999999972 36.8148100000000014, -76.3229218999999972 36.8136031599999995, -76.3229218999999972 36.8127583699999974, -76.3229218999999972 36.8121549500000000, -76.3229218999999972 36.8110688000000010, -76.3229218999999972 36.8104050299999983, -76.3229218999999972 36.8094998999999987, -76.3229218999999972 36.8087757999999994, -76.3245544499999937 36.8087757999999994, -76.3255219600000032 36.8087757999999994, -76.3269732299999930 36.8087757999999994, -76.3283035599999948 36.8087757999999994, -76.3298757599999931 36.8087757999999994, -76.3314479699999993 36.8087757999999994, -76.3325968900000049 36.8087757999999994, -76.3341084999999993 36.8087757999999994))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105233-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxxsnv
title: Occurrence Download

description: A dataset containing 717 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iberis contracta Pers."
 ]
}

 The dataset includes 717 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149991-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mjuz5
title: Occurrence Download

description: A dataset containing 867 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caribachlamys sentis (Reeve, 1853)"
 ]
}

 The dataset includes 867 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105235-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dd64mx
title: Occurrence Download

description: A dataset containing 1708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidothamnus intermedius (Kirk) Quinn",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1708 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091617-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mnz5fn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meggittia maungmagana Ray, 1977"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091608-220831081235567/datasets/export for details.
DOI: 10.15468/dl.brw2dh
title: Occurrence Download

description: A dataset containing 488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Living Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hyalella azteca (Saussure, 1858)",
 "Year 1854-2021"
 ]
}

 The dataset includes 488 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105251-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.34m54n
title: Occurrence Download

description: A dataset containing 26031 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pavetta L."
 ]
}

 The dataset includes 26031 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216132-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzbfec
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-90.0668256000000014 29.9870833999999995, -90.0668256000000014 29.9877721599999987, -90.0668256000000014 29.9885265099999998, -90.0668256000000014 29.9890840800000014, -90.0668256000000014 29.9896088499999998, -90.0668256000000014 29.9903632000000009, -90.0662033199999996 29.9903632000000009, -90.0652208599999966 29.9903632000000009, -90.0644021399999986 29.9903632000000009, -90.0639436499999988 29.9903632000000009, -90.0632886700000057 29.9903632000000009, -90.0628629400000023 29.9903632000000009, -90.0622734600000001 29.9903632000000009, -90.0614874900000046 29.9903632000000009, -90.0608652599999999 29.9903632000000009, -90.0601120400000070 29.9903632000000009, -90.0597190000000012 29.9903632000000009, -90.0597190000000012 29.9895760500000002, -90.0597190000000012 29.9889856799999990, -90.0597190000000012 29.9882969300000006, -90.0597190000000012 29.9877721599999987, -90.0597190000000012 29.9870833999999995, -90.0603740300000055 29.9870833999999995, -90.0609635099999934 29.9870833999999995, -90.0619459699999965 29.9870833999999995, -90.0625682000000012 29.9870833999999995, -90.0632559299999969 29.9870833999999995, -90.0638126599999964 29.9870833999999995, -90.0645331300000009 29.9870833999999995, -90.0650243599999953 29.9870833999999995, -90.0658103399999987 29.9870833999999995, -90.0663998200000009 29.9870833999999995, -90.0668256000000014 29.9870833999999995))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091609-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hggk3
title: Occurrence Download

description: A dataset containing 1879 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chama congregata Conrad, 1833"
 ]
}

 The dataset includes 1879 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105317-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pxg28
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halimolobos multiracemosus (S.Watson) Rollins"
 ]
}

 The dataset includes 50 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150055-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kzps8
title: Occurrence Download

description: A dataset containing 882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-83.0807594999999992 42.3768729000000022, -83.0807594999999992 42.3813709799999998, -83.0807594999999992 42.3843696899999998, -83.0807594999999992 42.3893675599999966, -83.0807594999999992 42.3933658500000021, -83.0807594999999992 42.3988634999999974, -83.0807594999999992 42.4023619999999966, -83.0749976799999956 42.4023619999999966, -83.0702379100000030 42.4023619999999966, -83.0639750600000042 42.4023619999999966, -83.0584637500000014 42.4023619999999966, -83.0557081000000039 42.4023619999999966, -83.0557081000000039 42.3976140299999997, -83.0557081000000039 42.3926161699999966, -83.0557081000000039 42.3866187300000021, -83.0557081000000039 42.3826204399999966, -83.0557081000000039 42.3768729000000022, -83.0602173500000021 42.3768729000000022, -83.0674822600000056 42.3768729000000022, -83.0724925399999989 42.3768729000000022, -83.0762502500000011 42.3768729000000022, -83.0807594999999992 42.3768729000000022))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 882 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091610-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jg5453
title: Occurrence Download

description: A dataset containing 378710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is GBR.2_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 378710 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105288-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzwquy
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((16.86000 29.88966,38.95440 29.88966,38.95440 38.73199,16.86000 38.73199,16.86000 29.88966))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sargocentron rubrum (Forsskål, 1775)"
 ]
}

 The dataset includes 74 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150107-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ndzfz
title: Occurrence Download

description: A dataset containing 2928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halocarpus biformis (Hook.) Quinn",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2928 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091600-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewfbjw
title: Occurrence Download

description: A dataset containing 196612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((7.70063 48.32187,8.16458 48.32187,8.16458 48.61576,7.70063 48.61576,7.70063 48.32187))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 196612 records from 517 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137591-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30070513
title: Machine learning & fairness: an integrated multicriteria approach for the evaluation of supervised classifiers

description: Does <i>Multiple Criteria Decision Aiding</i> (MCDA) improve the process of evaluating <i>Machine Learning</i> (ML) algorithms, when critical criteria of <i>fairness</i> are concurrently considered, beyond predictive power? To address this question, we employ several notions of <i>fairness,</i> such as <i>Demographic Parity</i>, <i>Equalized Odds</i>, and <i>Lack of Disparate Mistreatment</i>, and we appraise a set of supervised ML classifiers, under one of the most popular MCDA outranking methods, that is, the <i>Preference Ranking Organization Method for Enrichment Evaluation</i> (PROMETHEE) II. Moreover, to avoid any arbitrary choice in the importance attached to the criteria we apply the <i>Stochastic Multicriteria Acceptability Analysis</i> (SMAA), providing information in statistical terms through simulations. The empirical testing is processed over well-known databases, with several representative sub-datasets, securing variation in terms of observations’ volume. Overall, a series of ranking patterns that persists in the evaluation of the ML classifiers, across the utilized MCDA methodology and datasets, offers valuable relevant insights and documents specific useful interpretations. The obtained findings provide robust support that MCDA can be effectively exploited for the appraisal of ML classifiers, when aiming at the simultaneous consideration of critical fairness metrics, apart from the typical dimensions related to predictive power.
DOI: 10.6084/m9.figshare.30070513.v1
title: Machine learning & fairness: an integrated multicriteria approach for the evaluation of supervised classifiers

description: Does <i>Multiple Criteria Decision Aiding</i> (MCDA) improve the process of evaluating <i>Machine Learning</i> (ML) algorithms, when critical criteria of <i>fairness</i> are concurrently considered, beyond predictive power? To address this question, we employ several notions of <i>fairness,</i> such as <i>Demographic Parity</i>, <i>Equalized Odds</i>, and <i>Lack of Disparate Mistreatment</i>, and we appraise a set of supervised ML classifiers, under one of the most popular MCDA outranking methods, that is, the <i>Preference Ranking Organization Method for Enrichment Evaluation</i> (PROMETHEE) II. Moreover, to avoid any arbitrary choice in the importance attached to the criteria we apply the <i>Stochastic Multicriteria Acceptability Analysis</i> (SMAA), providing information in statistical terms through simulations. The empirical testing is processed over well-known databases, with several representative sub-datasets, securing variation in terms of observations’ volume. Overall, a series of ranking patterns that persists in the evaluation of the ML classifiers, across the utilized MCDA methodology and datasets, offers valuable relevant insights and documents specific useful interpretations. The obtained findings provide robust support that MCDA can be effectively exploited for the appraisal of ML classifiers, when aiming at the simultaneous consideration of critical fairness metrics, apart from the typical dimensions related to predictive power.
DOI: 10.57783/qw7w-dw62
title: LibreChat-TEST
DOI: 10.15468/dl.f8w3hd
title: Occurrence Download

description: A dataset containing 23731 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepomis microlophus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23731 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007850-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7939/r3-dhqq-zk76
title: Examining Acculturation of Yoruba Immigrant Parents in Canada: The Sociocultural Models Approach_Interviews
DOI: 10.15156/bio/sh0155137.10fu
title: SH0155137.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0155138.10fu
title: SH0155138.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0155139.10fu
title: SH0155139.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0155140.10fu
title: SH0155140.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.