cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3c8w4e
title: Occurrence Download

description: A dataset containing 36762 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potamogeton berchtoldii Fieber"
 ]
}

 The dataset includes 36762 records from 372 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215959-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqmzm7
title: Occurrence Download

description: A dataset containing 1058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Xiphorhynchus ocellatus (Spix, 1824)"
 ]
}

 The dataset includes 1058 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011963-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yr79a2
title: Occurrence Download

description: A dataset containing 15668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-132.30664 13.99035,-45.80892 13.99035,-45.80892 48.63858,-132.30664 48.63858,-132.30664 13.99035))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Argiope aurantia Lucas, 1833"
 ]
}

 The dataset includes 15668 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231632-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gmfcu
title: Occurrence Download

description: A dataset containing 8728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Copsychus saularis (Linnaeus, 1758)"
 ]
}

 The dataset includes 8728 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246678-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94jsp2
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Calliandra imperialis Barneby",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044913-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyihfb
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((95.56348 29.41084,99.99316 21.74678,105.68847 20.69209,122.21191 23.85615,115.53223 41.36397,103.93066 41.85615,102.15088 36.69565,96.96973 37.39131,95.56348 29.41084))",
 "TaxonKey is Angelica sinensis (Oliv.) Diels"
 ]
}

 The dataset includes 86 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011963-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uspv8k
title: Occurrence Download

description: A dataset containing 1321 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Osphranter antilopinus Gould, 1842"
 ]
}

 The dataset includes 1321 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231641-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mf6hc8
title: Occurrence Download

description: A dataset containing 11183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-52.32239 -3.41472,-51.46545 -3.95194,-50.21301 -2.86624,-49.44397 -2.55896,-48.70239 -2.24064,-50.13062 -1.5379,-51.01501 -1.21939,-51.81702 -1.59281,-52.30591 -2.17477,-52.32239 -3.41472))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 11183 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249782-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2dewg
title: Occurrence Download

description: A dataset containing 629 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "TaxonKey is Friesella schrottkyi (Friese, 1900)",
 "Year 1960-2010"
 ]
}

 The dataset includes 629 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257237-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyjf5p
title: Occurrence Download

description: A dataset listing the 4802 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus phoenicolasius Maxim."
 ]
}

 The dataset's 4802 records were derived from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011963-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brycg2
title: Occurrence Download

description: A dataset containing 5166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Antrozous pallidus (LeConte, 1856)"
 ]
}

 The dataset includes 5166 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196081-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjb2df
title: Occurrence Download

description: A dataset containing 650166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Odonata"
 ]
}

 The dataset includes 650166 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240633-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b82n7s
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aphanopus intermedius Parin, 1983"
 ]
}

 The dataset includes 28 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246672-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sd3eic
title: Occurrence Download

description: A dataset containing 3909115 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Cathartes aura (Linnaeus, 1758)"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3909115 records from 200 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011964-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4duyr
title: Occurrence Download

description: A dataset containing 1722691 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "Year 1970-2020"
 ]
}

 The dataset includes 1722691 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231627-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3w64qm
title: Occurrence Download

description: A dataset containing 350316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Delphinidae"
 ]
}

 The dataset includes 350316 records from 825 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015640-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15546688
title: Unfair Inequality in Education: A Benchmark for AI-Fairness Research (Aequitas WP7 Use Case S2)

description: Unfair Inequality in Education: A Benchmark for AI-Fairness Research

This dataset proposes a novel benchmark specifically designed for AI fairness research in education. It can be used for challenging tasks aimed at improving students' performance and reducing dropout rates which are also discussed in the paper to emphasize significant research directions. By prioritizing fairness, this benchmark aims to foster the development of bias-free AI solutions, promoting equal educational access and outcomes for all students.

Structure

benchmark contains:



the proposed dataset (dataset.csv), 

the mask for dealing with missing values (missing_mask.csv), and





the meta-columns providing grouping criteria and sample weights for each student (meta_cols.csv).




raw_data includes:



the original dataset (original.csv), and

the intermediate stages of the pre-processing and validation pipelines (split, pre_processed, and validation).


res contains the documentation, including:



the transformation mapping each column of the original dataset to the proposed one, along with the missingness category and original text (meta_data_mapping.csv),

the value type and domains of each column of the proposed datasets (meta_data_stats.json), and





the statistical indices of the validation pipeline  (bias_preservation_results.json).




src contains the source code for running the pre-processing and corresponding analysis:



pre_processing and statscontain the code for the two corresponding tasks, and

pre_processing.py and split.py are two entry points.


Finally, Dockerfile and requirements.txt set up the environment for running the applications across multiple platforms and with Python, respectively.
DOI: 10.15468/dl.9vzvs8
title: Occurrence Download

description: A dataset containing 15202 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia sclarea"
 ]
}

 The dataset includes 15202 records from 428 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010422-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxvt34
title: Occurrence Download

description: A dataset containing 931 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 "TaxonKey is one of (Tremarctos ornatus [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 931 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010423-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubm5q4
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Pycnogonida collection from the Museu Nacional de História Natural e da Ciência da Universidade de Lisboa, Portugal"
 ]
}

 The dataset includes 119 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010426-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxzyna
title: Occurrence Download

description: A dataset containing 4873 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrops jararaca"
 ]
}

 The dataset includes 4873 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010425-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mthtpp
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kerodon acrobata"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010427-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guqzfj
title: Occurrence Download

description: A dataset containing 1018 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Baeospora myriadophylla"
 ]
}

 The dataset includes 1018 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010432-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2s9r2
title: Occurrence Download

description: A dataset containing 500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Museum of Comparative Zoology, Harvard University",
 "TaxonKey is Ophiothrix"
 ]
}

 The dataset includes 500 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010434-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rb4737
title: Occurrence Download

description: A dataset containing 940 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus wislizeni frutescens"
 ]
}

 The dataset includes 940 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010443-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2ah7h
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kerodon acrobata"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010435-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rpzas
title: Occurrence Download

description: A dataset containing 1623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Jaltomata procumbens"
 ]
}

 The dataset includes 1623 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010433-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ayyyqj
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asteropeia micraster",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 212 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010448-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sawzfb
title: Occurrence Download

description: A dataset containing 32140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Italy",
 "Geometry POLYGON((9.83232 45.8482,11.29669 45.8482,11.29669 46.88256,9.83232 46.88256,9.83232 45.8482))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is 2025"
 ]
}

 The dataset includes 32140 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010447-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgqfj2
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.2_2",
 "TaxonKey is Ammodramus humeralis"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010449-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfxfhr
title: Occurrence Download

description: A dataset containing 5234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Living Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mangifera indica",
 "Year 1000-2024"
 ]
}

 The dataset includes 5234 records from 403 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010450-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yst3qj
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Aclypea bituberosa"
 ]
}

 The dataset includes 91 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010455-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtu59a
title: Occurrence Download

description: A dataset containing 20410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-124.0424 41.50153,-124.50406 40.39202,-123.86195 39.02409,-120.71789 34.63704,-118.59748 33.85103,-117.20825 32.51663,-114.66741 32.73598,-114.32215 34.45629,-119.96767 38.29774,-121.11855 41.57929,-124.0424 41.50153))",
 "TaxonKey is Delphinium"
 ]
}

 The dataset includes 20410 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010454-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgap2v
title: Occurrence Download

description: A dataset listing the 31037 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Herbario Nacional Colombiano (COL)"
 ]
}

 The dataset's 31037 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010428-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.937n4c
title: Occurrence Download

description: A dataset containing 27858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Country is one of (Canada, United States of America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alces alces"
 ]
}

 The dataset includes 27858 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010457-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhrxc2
title: Occurrence Download

description: A dataset containing 1014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.48197 49.66749,7.6871 49.66749,7.90209 49.90127,7.92136 50.26357,7.6871 50.54016,6.48197 50.54016,6.48197 49.66749))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Parnassius apollo"
 ]
}

 The dataset includes 1014 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010460-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.beg9hw
title: Occurrence Download

description: A dataset containing 13986 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lampsilis cardium"
 ]
}

 The dataset includes 13986 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010458-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7v8nv
title: Occurrence Download

description: A dataset listing the 22 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.40661 -37.11674,-73.02609 -37.11674,-73.02609 -36.96459,-73.40661 -36.96459,-73.40661 -37.11674))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset's 22 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010374-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xa4vr3
title: Occurrence Download

description: A dataset containing 2998 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alouatta pigra"
 ]
}

 The dataset includes 2998 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010470-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpwdy2
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Monachus schauinslandi"
 ]
}

 The dataset includes 261 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010466-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.veumdu
title: Occurrence Download

description: A dataset containing 13663 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphyotrichum puniceum"
 ]
}

 The dataset includes 13663 records from 252 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010471-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.