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

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea nitens Prain & Burkill"
 ]
}

 The dataset includes 85 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232903-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbs6hw
title: Occurrence Download

description: A dataset containing 1412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Askellia pygmaea (Ledeb.) Sennikov"
 ]
}

 The dataset includes 1412 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010436-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oxjjse
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Eriocnemis mirabilis Meyer de Schauensee, 1967",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000327-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4yt78
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba arauquensis Santana"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155192-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmcrdw
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Amblyrhynchus cristatus Bell, 1825",
 "Year 2024-2024"
 ]
}

 The dataset includes 71 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014130-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rafajf
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Polianthes graminifolia Rose"
 ]
}

 The dataset includes 29 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000319-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gt2xgd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Casuarina equisetifolia",
 "Country is Bangladesh",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019973-250914085247600/datasets/export for details.
DOI: 10.34740/kaggle/dsv/13112030
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.d5p87h
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Casuarina equisetifolia",
 "Country is Belize",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019974-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4amk2w
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Casuarina equisetifolia",
 "Country is Benin",
 "HasCoordinate is true"
 ]
}

 The dataset includes 80 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019975-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnysqj
title: Occurrence Download

description: A dataset containing 75 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 Acmella decumbens",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 75 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019976-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhgwer
title: Occurrence Download

description: A dataset containing 4214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mercenaria mercenaria",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 4214 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019977-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs5ety
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Casuarina equisetifolia",
 "Country is Botswana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019980-250914085247600/datasets/export for details.
DOI: 10.15468/dl.mz4uzm
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Casuarina equisetifolia",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 204 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019981-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf6u96
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Casuarina equisetifolia",
 "Country is Cameroon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019982-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16326411
title: Supplemental material for: FRUTO: Fuzzy Rules and Test-Driven Optimization - A Methodology for Transparent and Privacy-Preserving Data Anonymization

description: This is the supplemental material for the paper "FRUTO: Fuzzy Rules and Test-Driven Optimization—A Methodology for Transparent and Privacy-Preserving Data Anonymization" published in XXXXXXX.

It contains the original dataset as well as the different anonymizations used as input to evaluate the FRUTO methodology. The supplementary material includes the following files:



originaldatasets.zip: contains the original datasets used in our experiment, all provided in comma-separated format (.csv)

anonymizeddatasets.zip: contains the field anonymized as well as the antecedent and consequent values for each original dataset provided. In the zip file, each subdirectory contains the data of an anonymization effort (range from 1 to 17). Each file is named with the anonymized field (anoncolum_field) and the sensitive value (sensiblevalue_field) and the effort (level_effort): e.g.  anoncolum_bmi_sensiblevalue_smoker_level_2.dat


To cite this work: 

C. Augusto, J. Morán, L. Morales, M. Olivero, C. de la Riva, J. Aroba and J. Tuya, “FRUTO: Fuzzy Rules and Test-Driven Optimization - A Methodology for Transparent and Privacy-Preserving Data Anonymization”, Journal Name, XXX, YYY. https://doi.org/XXXXXX
description: This work has been supported by i) the project PID2022-137646OB-C32 under Grant MCIN/AEI/10.13039/501100011033/ FEDER, UE, ii) the project PID2022-137646OB-C31, funded by MCIN/ AEI/10.13039/501100011033/ FEDER, UE, iii) the project PID2022-138486OB-I00, funded by MCIN/ AEI/10.13039/501100011033/ FEDER, UE. and iv) PID2023-150070NB-I00 funded by MCIN/AEI/10.13039/501100011033
DOI: 10.15468/dl.b5ycq4
title: Occurrence Download

description: A dataset containing 748 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 Acmispon americanus",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 748 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019983-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nubgea
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meretrix casta",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 44 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019984-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vx8d8j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leuciscus schmidti)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019985-250914085247600/datasets/export for details.
DOI: 10.15468/dl.97hw4q
title: Occurrence Download

description: A dataset containing 558950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Campanula cervicaria, Campanula medium, Anchusa arvensis, Anchusa azurea, Anchusa officinalis, Buglossoides arvensis, Echium candicans, Myosotis latifolia, Myosotis sylvatica, Odontarrhena, Odontarrhena, Aurinia saxatilis, Barbarea verna, Cardamine impatiens, Carrichtera annua, Coincya monensis, Conringia orientalis, Coronopus didymus, Draba verna, Hirschfeldia incana)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 558950 records from 1877 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019955-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhypjm
title: Occurrence Download

description: A dataset containing 1742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunnus albacares (Bonnaterre, 1788)",
 "Year 2013-2023"
 ]
}

 The dataset includes 1742 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023982-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.om8f82
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Phymatopteris glaucopsis (Franch.) Pic.Serm."
 ]
}

 The dataset includes 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007425-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xh3ezr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum opulus var. calvescens (Rehder) H.Hara)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "Country is Russian Federation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016148-240425142415019/datasets/export for details.
DOI: 10.15468/dl.ds73gq
title: Occurrence Download

description: A dataset containing 460563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Pakistan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 460563 records from 419 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031090-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3f3y4j
title: Occurrence Download

description: A dataset containing 1794 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Elephant Seal Sightings, Heard Island"
 ]
}

 The dataset includes 1794 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007425-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myyhzx
title: Occurrence Download

description: A dataset containing 858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Engraulis encrasicolus (Linnaeus, 1758)",
 "Year 2013-2023"
 ]
}

 The dataset includes 858 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023988-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpkvij
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ostracoda abundance of Hole 44-392A"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007424-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjkybc
title: Occurrence Download

description: A dataset containing 6813 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fistularia commersonii Rüppell, 1838"
 ]
}

 The dataset includes 6813 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036162-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwfijn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "WaterBody is North pacific ocean",
 "WaterBody is pacific ocean (ocean)",
 "WaterBody is pacific coast (coast)",
 "WaterBody is pacific",
 "WaterBody is pacific ocean"
 ]
 }
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007425-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmjbj5
title: Occurrence Download

description: A dataset containing 1605 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Etmopterus pusillus (Lowe, 1839)"
 ]
}

 The dataset includes 1605 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036150-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9dnyf
title: Occurrence Download

description: A dataset containing 913 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spiophanes kroeyeri Grube, 1860"
 ]
}

 The dataset includes 913 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007425-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3scsu
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Encholirium magalhaesii L.B.Sm."
 ]
}

 The dataset includes 36 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038040-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzi5ni
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psidium cattleyanum Weinw."
 ]
}

 The dataset includes 86 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007425-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwrtgx
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((50.56262 -22.49138,195.43738 -22.49138,195.43738 35.49138,50.56262 35.49138,50.56262 -22.49138))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aglaia spectabilis (Miq.) S.S.Jain & Bennet"
 ]
}

 The dataset includes 226 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046881-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7junfx
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thylogale browni (Ramsay, 1887)"
 ]
}

 The dataset includes 42 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007425-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bg5hcq
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Weinmannia karsteniana Szyszyl."
 ]
}

 The dataset includes 132 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019177-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iqgggd
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Desmazeria sicula (Jacq.) Dumort."
 ]
}

 The dataset includes 59 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007426-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1hefcg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Month is greater than or equal to January",
 "Country is Malaysia",
 "TaxonKey is Monotremata"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001940-190415153152247/datasets/export for details.
DOI: 10.15468/dl.hjjp4z
title: Occurrence Download

description: A dataset containing 1427 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leuzea centauroides (L.) Holub"
 ]
}

 The dataset includes 1427 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031091-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcv6va
title: Occurrence Download

description: A dataset containing 180729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "IucnRedListCategory is NT",
 "Year 2022-2022"
 ]
}

 The dataset includes 180729 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023956-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syukjo
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pseudodrynaria coronans (Wall. ex Mett.) Ching"
 ]
}

 The dataset includes 331 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007426-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.