cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15706136
title: Sensory Materials Library Dataset

description: Sensory Material Library Dataset 2025

The Sensory Material Library (SML) is a textile material dataset that was motivated by research building Human-centred AI design tools related to the Design, Brand and Retail Space.  It combines features of conventional material libraries, sensory properties from our human experience in textiles research. 

Note: due to the 100 file limit on Zenodo, we have uploaded the materials in separate .zip files with pairs of materials.  Each zip file contains two materials, and unzips into the same ```data/``` directory.

Version 2 of the dataset has the material metadata included in materials.xlsx.
DOI: 10.5281/zenodo.16614163
title: Sensory Materials Library Dataset

description: Sensory Material Library Dataset 2025

The Sensory Material Library (SML) is a textile material dataset that was motivated by research building Human-centred AI design tools related to the Design, Brand and Retail Space.  It combines features of conventional material libraries, sensory properties from our human experience in textiles research. 

Note: due to the 100 file limit on Zenodo, we have uploaded the materials in separate .zip files with pairs of materials.  Each zip file contains two materials, and unzips into the same ```data/``` directory.

Version 2 of the dataset has the material metadata included in materials.xlsx.
DOI: 10.15468/dl.rqxwmm
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Panama",
 "TaxonKey is Canis familiaris"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080185-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw7n3j
title: Occurrence Download

description: A dataset containing 161355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((72 8,78 8,78 21,72 21,72 8))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "TaxonKey is one of (Hymenoptera, Lepidoptera)",
 "Year 2000-2023"
 ]
}

 The dataset includes 161355 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080160-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.az3hqu
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Genista ephedroides DC.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073293-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9sa8p2
title: Occurrence Download

description: A dataset containing 644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Genista stenopetala Webb & Berthel.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 644 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073294-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q74fyx
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.2_1",
 "TaxonKey is Luzula multiflora (Ehrh.) Lej."
 ]
}

 The dataset includes 171 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073295-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwv4nk
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.2_1",
 "TaxonKey is Luzula nivalis (Laest.) Spreng."
 ]
}

 The dataset includes 34 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073296-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c89zg5
title: Occurrence Download

description: A dataset containing 644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Genista stenopetala Webb & Berthel.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 644 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073299-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9gccp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.2_1",
 "TaxonKey is Luzula rufescens Fisch. ex E.Mey."
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073298-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7w78x
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "DatasetKey is one of (Formación de una base de datos y elaboración de un atlas de la herpetofauna de México (Anfibiosreptiles), Coleccion de Herpetologia, MZFC-UNAM, MVZ Herp Collection (Arctos), Anfibiofauna endémica frente al cambio climático: análisis de sensibilidad e incertidumbre, Computarización de las colecciones de vertebrados terrestres de la Escuela Nacional de Ciencias Biológicas, IPN Fase 4 (Anfibios y reptiles), Biodiversity Research and Teaching Collections - TCWC Vertebrates, iNaturalist Research-grade Observations, NMNH Extant Specimen Records (USNM, US), KUBI Herpetology Collection, Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (vertebrados))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (ff90b050-c256-11db-b71b-b8a03c50a862, 4f48f140-38a5-11d9-8439-b8a03c50a862, 8edbbde0-055e-11d8-b850-b8a03c50a862, 2b8e48b0-812d-11de-86fe-b8a03c50a862, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, b554c320-0560-11d8-b851-b8a03c50a862, bc092ff0-02e4-11dc-991f-b8a03c50a862)",
 "TaxonKey is Craugastor omiltemanus (Günther, 1900)",
 "Year 1950-2024"
 ]
}

 The dataset includes 36 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073300-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fn4j7k
title: Occurrence Download

description: A dataset containing 135846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, Svalbard and Jan Mayen, Norway, Sweden, Finland, Estonia, Latvia, Denmark, Portugal, Spain, France, Germany, Netherlands, Switzerland, Austria, Italy, Greece, Türkiye, Russian Federation, Belarus, Ukraine, Poland, Czechia, Slovakia, Hungary, Romania, Bulgaria, Albania, Serbia, Slovenia, Bosnia and Herzegovina)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Melica uniflora Retz."
 ]
}

 The dataset includes 135846 records from 1118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073297-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8khwaa
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "DatasetKey is one of (UTA Amphibians, iNaturalist Research-grade Observations)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (d003dd60-94fa-11da-a99f-b8a03c50a862, 28eb1a3f-1c15-4a95-931a-4af90ecb574d)",
 "TaxonKey is Craugastor polaclavus Jameson, Streicher, Manuelli, Head & Smith, 2022"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073303-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wm3fhw
title: Occurrence Download

description: A dataset containing 1222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "OccurrenceStatus is Present",
 "StateProvince is one of (FRIULI-VENEZIA GIULIA, Veneto, Lombardia, TRENTINO-ALTO ADIGE)",
 "TaxonKey is Iphiclides podalirius (Linnaeus, 1758)"
 ]
}

 The dataset includes 1222 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073304-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqjz6k
title: Occurrence Download

description: A dataset containing 209869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Callinectes sapidus Rathbun, 1896)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 209869 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073291-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hv7dab
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is UTA Amphibians",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is d003dd60-94fa-11da-a99f-b8a03c50a862",
 "TaxonKey is Craugastor portilloensis Jameson, Streicher, Manuelli, Head & Smith, 2022"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073307-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xswapu
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-96.51745 40.26205,-78.70437 40.26205,-78.70437 49.55609,-96.51745 49.55609,-96.51745 40.26205))",
 "OccurrenceStatus is Present",
 "TaxonKey is Martes americana (Turton, 1806)",
 "Year 1970-2024"
 ]
}

 The dataset includes 333 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073308-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjehwn
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aotus brumbacki Hershkovitz, 1983"
 ]
}

 The dataset includes 89 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073309-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dv9nxs
title: Occurrence Download

description: A dataset containing 4040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is South America",
 "Country is one of (Brazil, Argentina)",
 "DatasetKey is MCP-Aves - Coleção de Aves",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 4040 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073311-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7y8e9t
title: Occurrence Download

description: A dataset containing 1345687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2024-04-18",
 "EventDate is less than or equal to 2024-05-18",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 1345687 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073292-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sunh58
title: Occurrence Download

description: A dataset containing 792 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección Entomológica del Tecnológico de Antioquia (CETdeA) – Mesembrinellidae"
 ]
}

 The dataset includes 792 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073313-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29tn9e
title: Occurrence Download

description: A dataset containing 4917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Martes americana (Turton, 1806)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Country is United States of America",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 3000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 4917 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073316-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qejkhe
title: Occurrence Download

description: A dataset containing 84461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-114.70079 21.63621,-53.9814 21.63621,-53.9814 51.68944,-114.70079 51.68944,-114.70079 21.63621))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Alliaria petiolata (M.Bieb.) Cavara & Grande"
 ]
}

 The dataset includes 84461 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073305-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yevuxk
title: Occurrence Download

description: A dataset containing 359786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, Svalbard and Jan Mayen, Norway, Sweden, Finland, Estonia, Latvia, Denmark, Portugal, Spain, France, Germany, Netherlands, Switzerland, Austria, Italy, Greece, Türkiye, Russian Federation, Belarus, Ukraine, Poland, Czechia, Slovakia, Hungary, Romania, Bulgaria, Albania, Serbia, Slovenia, Bosnia and Herzegovina)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mentha aquatica L."
 ]
}

 The dataset includes 359786 records from 1782 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073306-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18234374
title: Surconfiance managériale et systèmes d'information financiers : une étude qualitative au Maroc

description: Dans le contexte en évolution des technologies et services numériques au Maroc, les systèmes d'information financiers (SIF) sont au cœur de la prise de décision agile.  Cependant, l'impact des biais comportementaux, en particulier la surconfiance managériale, sur leur utilisation efficace reste sous-étudié.

Cette recherche qualitative exploratoire examine les perceptions de sept directeurs financiers et managers d'entreprises technologiques et de services numériques marocaines.  Par des entretiens semi-directifs et une analyse thématique sous Nvivo 14, elle révèle l'existence d'une relation significative entre surconfiance managériale et distorsions décisionnelles.

Les résultats révèlent que la surconfiance conduit souvent à une sous-utilisation ou à une mauvaise interprétation des données des SIF.  Cette relation est toutefois nuancée par des éléments : complexité de l'environnement digital, résistance à une approche data-driven, défauts de conception des systèmes, mais aussi compétence analytique des managers et engagement réel de la direction.

En définitive, une meilleure conscience et une meilleure gestion de la surconfiance peuvent faire de ce biais un levier de performance et permettre aux entreprises technologiques et de services numériques marocaines de faire de leurs SIF un avantage concurrentiel durable.
DOI: 10.5281/zenodo.18234373
title: Surconfiance managériale et systèmes d'information financiers : une étude qualitative au Maroc

description: Dans le contexte en évolution des technologies et services numériques au Maroc, les systèmes d'information financiers (SIF) sont au cœur de la prise de décision agile.  Cependant, l'impact des biais comportementaux, en particulier la surconfiance managériale, sur leur utilisation efficace reste sous-étudié.

Cette recherche qualitative exploratoire examine les perceptions de sept directeurs financiers et managers d'entreprises technologiques et de services numériques marocaines.  Par des entretiens semi-directifs et une analyse thématique sous Nvivo 14, elle révèle l'existence d'une relation significative entre surconfiance managériale et distorsions décisionnelles.

Les résultats révèlent que la surconfiance conduit souvent à une sous-utilisation ou à une mauvaise interprétation des données des SIF.  Cette relation est toutefois nuancée par des éléments : complexité de l'environnement digital, résistance à une approche data-driven, défauts de conception des systèmes, mais aussi compétence analytique des managers et engagement réel de la direction.

En définitive, une meilleure conscience et une meilleure gestion de la surconfiance peuvent faire de ce biais un levier de performance et permettre aux entreprises technologiques et de services numériques marocaines de faire de leurs SIF un avantage concurrentiel durable.
DOI: 10.13140/rg.2.2.28133.26083
title: Package 'peltk' -- Plant Ecology Lab Toolkit
DOI: 10.15468/dl.xpj07n
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002886-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3ohyi
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017868-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lazp7k
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070800-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qw7dta
title: Occurrence Download

description: A dataset containing 561192723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 561192723 records from 7508 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065981-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7488/ds/7846
title: Data and example code accompanying "Field investigation of bicycles for indirect bridge Structural Health Monitoring".

description: This dataset comprises acceleration responses for a pedestrian/cycle shared-use bridge. The data were collected in two phases. In phase 1, the accelerometer sensors were on the bridge. The data include response to pedestrian heel drop impacts and to ambient excitation. In phase 2, the accelerometer sensors were on the bridge and the bicycle. The data include responses to bicycle traversals and to ambient excitation.
description: Python code "example.py" -- example code for importing data and viewing it in time and frequency domains. Image "Plan-elevation.png" -- Schematic layout indicating sensor placement on bike and bridge during traversals, and location of accelerometers and pedestrian heel drop impacts. File "Phase 1.zip" -- compressed folder which contains acceleration response data from phase 1 of fieldwork as CSV files. File "Phase 2.zip" -- compressed folder which contains acceleration response data from phase 2 of fieldwork as CSV files.
DOI: 10.15468/dl.t9sf2t
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.71571 40.45165,-3.71663 40.3645,-3.62224 40.36209,-3.62195 40.45108,-3.71571 40.45165))",
 "TaxonKey is Antirrhinum L."
 ]
}

 The dataset includes 201 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000367-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.