cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17989292
title: Aedes albopictus spatial models using Citizen Science and Non Citizen Science inputs

description: This deliverable compares spatial distribution models for the Aedes albopictus mosquito using data from Citizen Science (CS) and Non Citizen Science (NCS) surveillance datasets,. NCS datasets are often patchy and incomplete, and this research investigates the impact of incorporating CS data into spatial models to fill gaps.

The analysis focused on Europe, where CS data is largely concentrated in the south, while NCS records  more widespread in the north. Models based on CS< NCS, and a Combined dataset were generated using Boosted Regression Trees (BRT) and Random Forest (RF) techniques.

Surprisingly, the Combined model's predicted distribution was more restricted in some areas than the NCS model alone, despite having more extensive training data. The Combined model showed marginally better accuracy metrics (e.g., higher Kappa and specificity scores). This suggests that integrating CS data, concentrated in warmer/drier regions, may effectively refine the statistical relationship defining suitable environmental conditions for the vector.

The files are provides as an ARCMAP10.8 .mpk package.  To access in other software change the extension to .zip  and extract. open .mxd in folder /v108 if possible. Otherwise naviagte fodler to find .tif output or shapefile inputs.  Filenames are designed to be self explanatory
DOI: 10.17026/ss/blb9r8
title: Drugs Monologen interview Jack Timisela

description: Drugs Monologen was een digital storytelling en oral history project van de Open Universiteit (Faculteit Cultuurwetenschappen) en het Poppi Drugs Museum dat liep van oktober 2023 tot oktober 2025. Het project draaide om het bestuderen van de Nederlandse drugsgeschiedenis vanuit het perspectief van mensen die zelf drugs gebruikten in de periode ca. 1960-2000. In dit kader vonden 28 oral history interviews en 5 thematische groepsinterviews plaats. Daarnaast werd een speciale app ontwikkeld waarmee deelnemers op de Drugs Monologen website hun eigen historische ‘monoloog’ konden vertellen en bijdragen aan het onderzoek. Deze laatste methode leverde 51 monologen op. De oral history interviews, groepsinterviews en monologen waarvoor van de verteller toestemming werd verkregen voor gebruik voor toekomstig onderzoek zijn hier bewaard. Bij alle Nederlandstalige items is een transcriptie toegevoegd. Dit item maakt deel uit van deze datacollectie. Vanwege de privacygevoelige aard van de data kunnen deze alleen worden geraadpleegd na via de daartoe bestemde knop toestemming te hebben aangevraagd en verkregen voor toegang tot deze dataset.
DOI: 10.6084/m9.figshare.30933473
title: DataSet: Far-Infrared-Emitting Fabric Improves Neuromuscular Parameters in Humans: Unexpected Result from Eccentric Exercise-Induced Muscle Damage Countermeasure Strategy

description: This is the dataset used on statistical analyses of the paper: Far-Infrared-Emitting Fabric Improves Neuromuscular Parameters in Humans: Unexpected Result from Eccentric Exercise-Induced Muscle Damage Countermeasure Strategy.Data form participants characterization, muscle performance, muscle damage and electromyographic activity are anonymized and separated by tabs of the spreadsheet.
DOI: 10.6084/m9.figshare.30933473.v1
title: DataSet: Far-Infrared-Emitting Fabric Improves Neuromuscular Parameters in Humans: Unexpected Result from Eccentric Exercise-Induced Muscle Damage Countermeasure Strategy

description: This is the dataset used on statistical analyses of the paper: Far-Infrared-Emitting Fabric Improves Neuromuscular Parameters in Humans: Unexpected Result from Eccentric Exercise-Induced Muscle Damage Countermeasure Strategy.Data form participants characterization, muscle performance, muscle damage and electromyographic activity are anonymized and separated by tabs of the spreadsheet.
DOI: 10.5517/ccdc.csd.cc25h775
title: CCDC 2010636: Experimental Crystal Structure Determination

description: Related Article: Fan Lv, Xing Guo, Shuangshuang Zhu, Sen Huang, Li Li, Shaozhen Wang, Lijuan Jiao, Erhong Hao|2025|Chem.Commun.|61|4975|doi:10.1039/D5CC00613A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.34740/kaggle/dsv/14258251
title: BOS Kemdikbud
DOI: 10.17026/ss/iyoyyj
title: Drugs Monologen interview Lambert Selten

description: Drugs Monologen was een digital storytelling en oral history project van de Open Universiteit (Faculteit Cultuurwetenschappen) en het Poppi Drugs Museum dat liep van oktober 2023 tot oktober 2025. Het project draaide om het bestuderen van de Nederlandse drugsgeschiedenis vanuit het perspectief van mensen die zelf drugs gebruikten in de periode ca. 1960-2000. In dit kader vonden 28 oral history interviews en 5 thematische groepsinterviews plaats. Daarnaast werd een speciale app ontwikkeld waarmee deelnemers op de Drugs Monologen website hun eigen historische ‘monoloog’ konden vertellen en bijdragen aan het onderzoek. Deze laatste methode leverde 51 monologen op. De oral history interviews, groepsinterviews en monologen waarvoor van de verteller toestemming werd verkregen voor gebruik voor toekomstig onderzoek zijn hier bewaard. Bij alle Nederlandstalige items is een transcriptie toegevoegd. Dit item maakt deel uit van deze datacollectie. Vanwege de privacygevoelige aard van de data kunnen deze alleen worden geraadpleegd na via de daartoe bestemde knop toestemming te hebben aangevraagd en verkregen voor toegang tot deze dataset.
DOI: 10.15468/9zrf44
title: Mapping of vulnerable marine species and habitats, Moldefjorden in Molde

description: On behalf of SalMar Farming AS, Aqua Kompetanse AS has conducted a survey of vulnerable species and habitats in shallow waters (0–50 m) and deep waters (&gt;50 m).
The purpose of the survey is to identify the presence and observed density of vulnerable species that may form habitats listed on the Norwegian Red List for Ecosystems and Habitat Types (Artsdatabanken, 2018), on OSPAR’s list of threatened and/or declining habitats (OSPAR 2008-06, revised in 2021), and among the proposed management-relevant habitat types for fisheries and aquaculture (Institute of Marine Research Report, 2024-16). At depths greater than 50 meters, the focus is mainly on corals, sponges, and sea pens. However, other red-listed and/or vulnerable species that live in close interaction with the three-dimensional habitats formed by the aforementioned groups will also be described when relevant. At depths shallower than 50 meters, the survey includes kelp forests, soft-bottom shoreline areas, coarse substrate bottoms, marine seagrass beds, exposed blue mussel beds, oysters, scallop populations, corals, sponges, sea pens, and any other red-listed shallow-water species.
The investigation is based on the Institute of Marine Research’s proposed methodology for surveying vulnerable species and habitats in deep water (&gt;50 meters depth) in connection with applications for marine aquaculture (Kutti and Husa 2021).
DOI: 10.15468/dl.4uaqbd
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Batrachoseps campi"
 ]
}

 The dataset includes 268 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063075-251120083545085/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.30156049
title: ESCAPOS - open access geodatabase

description: This open-access spatial data frame is aimed at the definition of the DCV (Dynamic Control Volumes) integrated operational tool for the studied area, in accordance with the objectives of Work Package 2 (WP2) of the LIFE-ESCAPOS project. The project aims to test and refine innovative strategies for climate change adaptation and mitigation within urban environments, using the Firenze Nova district in Florence as a pilot area for implementation.<br>
DOI: 10.6084/m9.figshare.30156049.v3
title: ESCAPOS - open access geodatabase

description: This open-access spatial data frame is aimed at the definition of the DCV (Dynamic Control Volumes) integrated operational tool for the studied area, in accordance with the objectives of Work Package 2 (WP2) of the LIFE-ESCAPOS project. The project aims to test and refine innovative strategies for climate change adaptation and mitigation within urban environments, using the Firenze Nova district in Florence as a pilot area for implementation.<br>
DOI: 10.6084/m9.figshare.30156049.v2
title: ESCAPOS - open access geodatabase

description: This open-access spatial data frame is aimed at the definition of the DVC integrated operational tool for the studied area, in accordance with the objectives of Work Package 2 (WP2) of the LIFE-ESCAPOS project. The project aims to test and refine innovative strategies for climate change adaptation and mitigation within urban environments, using the Firenze Nova district in Florence as a pilot area for implementation.<br>
DOI: 10.15468/dl.7ptyb4
title: Occurrence Download

description: A dataset containing 457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Abies pinsapo"
 ]
}

 The dataset includes 457 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063076-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ss/4ldhi4
title: Drugs Monologen interview Jaap Keller

description: Drugs Monologen was een digital storytelling en oral history project van de Open Universiteit (Faculteit Cultuurwetenschappen) en het Poppi Drugs Museum dat liep van oktober 2023 tot oktober 2025. Het project draaide om het bestuderen van de Nederlandse drugsgeschiedenis vanuit het perspectief van mensen die zelf drugs gebruikten in de periode ca. 1960-2000. In dit kader vonden 28 oral history interviews en 5 thematische groepsinterviews plaats. Daarnaast werd een speciale app ontwikkeld waarmee deelnemers op de Drugs Monologen website hun eigen historische ‘monoloog’ konden vertellen en bijdragen aan het onderzoek. Deze laatste methode leverde 51 monologen op. De oral history interviews, groepsinterviews en monologen waarvoor van de verteller toestemming werd verkregen voor gebruik voor toekomstig onderzoek zijn hier bewaard. Bij alle Nederlandstalige items is een transcriptie toegevoegd. Dit item maakt deel uit van deze datacollectie. Vanwege de privacygevoelige aard van de data kunnen deze alleen worden geraadpleegd na via de daartoe bestemde knop toestemming te hebben aangevraagd en verkregen voor toegang tot deze dataset.
DOI: 10.25574/28066
title: Chandra X-ray Observatory ObsId 28066

description: Mining the transient sky: Chandra-NuSTAR Observations of the fastest explosions
DOI: 10.15468/dl.3jee66
title: Occurrence Download

description: A dataset containing 110464 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parthenocissus quinquefolia"
 ]
}

 The dataset includes 110464 records from 852 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063055-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18017938
title: YouTube Shorts from Major News Outlets on the Israel–Hamas War (October 2023–October 2024)

description: Dataset Overview

The dataset comprises 2,370 publicly accessible YouTube Shorts, disseminated by four prominent international news outlets: Al Jazeera (AJ), BBC News, Deutsche Welle (DW), and TRT World. The collection captures one year of short-form video news coverage related to the Israel–Hamas war and its surrounding geopolitical discourse.

It includes videos reporting on military developments, political and diplomatic statements, humanitarian conditions, public reactions, and related international events. It is designed to support computational and reproducible analyses of platform-native news production in short-form video environments.

 

Data Collection and Scope

Videos were collected from the official YouTube channels of the four outlets and restricted to content published in the Shorts format. All entries correspond to videos that were publicly accessible at the time of data collection. Each entry of the 2370 YT Shorts was collected via the official YouTube API two weeks after publication. The dataset contains a curated selection of YouTube Shorts featuring content from major news organizations covering war-related events via short-form video during the first year of the conflict.

 

File Description

The dataset is provided in CSV format, where each row represents a single video-level entry.For each video, the dataset includes the following fields (where available):



video_id: YouTube video identifier

title: Original video title

upload_date_raw: Timestamp of publication as provided by YouTube

month: Year–month of publication (YYYY–MM), derived from the upload date

view_count: View count at the time of data collection

source_file / outlet: Publishing news outlet (AJ, BBC, DW, or TRT)

description: Video description text as provided by the outlet


All timestamps are normalized to UTC to facilitate temporal and cross-outlet analyses. The dataset contains metadata only and does not include the video files themselves.

 

Ethics and Availability

The dataset consists exclusively of publicly available metadata retrieved from YouTube. It does not contain private user data or comments. View counts and metadata reflect the state of the videos at the time of collection and may change over time.

 

Acknowledgements

This work utilized Jetstream2 at Indiana University through allocation HUM200003 from the Advanced Cyberinfrastructure Coordination Ecosystem: Services & Support (ACCESS) program, supported by the U.S. National Science Foundation (grants #2138259, #2138286, #2138307, #2137603, and #2138296).
DOI: 10.5281/zenodo.18017937
title: YouTube Shorts from Major News Outlets on the Israel–Hamas War (October 2023–October 2024)

description: Dataset Overview

The dataset comprises 2,370 publicly accessible YouTube Shorts, disseminated by four prominent international news outlets: Al Jazeera (AJ), BBC News, Deutsche Welle (DW), and TRT World. The collection captures one year of short-form video news coverage related to the Israel–Hamas war and its surrounding geopolitical discourse.

It includes videos reporting on military developments, political and diplomatic statements, humanitarian conditions, public reactions, and related international events. It is designed to support computational and reproducible analyses of platform-native news production in short-form video environments.

 

Data Collection and Scope

Videos were collected from the official YouTube channels of the four outlets and restricted to content published in the Shorts format. All entries correspond to videos that were publicly accessible at the time of data collection. Each entry of the 2370 YT Shorts was collected via the official YouTube API two weeks after publication. The dataset contains a curated selection of YouTube Shorts featuring content from major news organizations covering war-related events via short-form video during the first year of the conflict.

 

File Description

The dataset is provided in CSV format, where each row represents a single video-level entry.For each video, the dataset includes the following fields (where available):



video_id: YouTube video identifier

title: Original video title

upload_date_raw: Timestamp of publication as provided by YouTube

month: Year–month of publication (YYYY–MM), derived from the upload date

view_count: View count at the time of data collection

source_file / outlet: Publishing news outlet (AJ, BBC, DW, or TRT)

description: Video description text as provided by the outlet


All timestamps are normalized to UTC to facilitate temporal and cross-outlet analyses. The dataset contains metadata only and does not include the video files themselves.

 

Ethics and Availability

The dataset consists exclusively of publicly available metadata retrieved from YouTube. It does not contain private user data or comments. View counts and metadata reflect the state of the videos at the time of collection and may change over time.

 

Acknowledgements

This work utilized Jetstream2 at Indiana University through allocation HUM200003 from the Advanced Cyberinfrastructure Coordination Ecosystem: Services & Support (ACCESS) program, supported by the U.S. National Science Foundation (grants #2138259, #2138286, #2138307, #2137603, and #2138296).
DOI: 10.15468/dl.usduep
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meloidogyne enterolobii",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 21 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063077-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18019622
title: agalinis_plukenetii_spades_01.fasta.gz
DOI: 10.5281/zenodo.18019621
title: agalinis_plukenetii_spades_01.fasta.gz
DOI: 10.15468/dl.7s59u9
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Batrachoseps gabrieli"
 ]
}

 The dataset includes 184 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063079-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zhdzt
title: Occurrence Download

description: A dataset containing 2015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pleurodema bufoninum"
 ]
}

 The dataset includes 2015 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063080-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.30074.76487
title: Peer Review certificate of The 4th International Conference on Petroleum Technology and Petrochemicals (4ICPTP 2025).
DOI: 10.15468/dl.pxssws
title: Occurrence Download

description: A dataset containing 873643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GenusKey is Saxifraga",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 873643 records from 1979 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063064-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23aibq
title: Occurrence Download

description: A dataset containing 65868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 {
 "or" : [
 "TaxonKey is Rosa villosa L.",
 "TaxonKey is Securinega tinctoria (L.) Rothm.",
 "TaxonKey is Vaccinium myrtillus L.",
 "TaxonKey is Vella pseudocytisus L.",
 "TaxonKey is Quercus petraea (Matt.) Liebl.",
 "TaxonKey is Sorbus aucuparia L.",
 "TaxonKey is Prunus avium (L.) L.",
 "TaxonKey is Arbutus unedo L.",
 "TaxonKey is Sambucus nigra L.",
 "TaxonKey is Fagus sylvatica L.",
 "TaxonKey is Eleocharis quinqueflora (Hartmann) O.Schwarz",
 "TaxonKey is Glycyrrhiza glabra L.",
 "TaxonKey is Senecio boissieri DC.",
 "TaxonKey is Viburnum opulus L.",
 "TaxonKey is Betula pendula Roth",
 "TaxonKey is Centaurea citricolor Font Quer",
 "TaxonKey is Lepidium cardamines L.",
 "TaxonKey is Andryala agardhii Haens. ex DC.",
 "TaxonKey is Cirsium rosulatum Talavera & Valdés",
 "TaxonKey is Tanacetum vahlii DC.",
 "TaxonKey is Cynomorium coccineum Descourt.",
 "TaxonKey is Gypsophila bermejoi G.López",
 "TaxonKey is Rhynchospora alba (L.) Vahl",
 "TaxonKey is Quercus canariensis Willd.",
 "TaxonKey is Geranium cataractarum Coss."
 ]
 }
 ]
}

 The dataset includes 65868 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011846-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.devjyh
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Bronchocela burmana Blanford, 1878"
 ]
}

 The dataset includes 36 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001686-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zyyds
title: Occurrence Download

description: A dataset containing 11466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "GadmGid is MEX.21_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Parulidae"
 ]
}

 The dataset includes 11466 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010602-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.giivrs
title: Occurrence Download

description: A dataset containing 12732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 {
 "or" : [
 "TaxonKey is Carex capillaris L.",
 "TaxonKey is Carex diandra Schrank",
 "TaxonKey is Carex frigida All.",
 "TaxonKey is Carex pyrenaica Wahlenb.",
 "TaxonKey is Carex rupestris All.",
 "TaxonKey is Centaurea janeri subsp. babiana M.Laínz",
 "TaxonKey is Cerastium cerastoides (L.) Britton",
 "TaxonKey is Cerastium dubium (Bastard) Guépin",
 "TaxonKey is Cladium mariscus (L.) Pohl",
 "TaxonKey is Corydalis intermedia (L.) Mérat",
 "TaxonKey is Crataegus laevigata",
 "TaxonKey is Crucianella maritima L.",
 "TaxonKey is Cytisus grandiflorus subsp. grandiflorus",
 "TaxonKey is Davallia canariensis (L.) Sm.",
 "TaxonKey is Dryopteris corleyi Fraser-Jenk.",
 "TaxonKey is Echium cantabricum (Laínz) Fern.Casas & Laínz",
 "TaxonKey is Elatine brochonii Clavaud",
 "TaxonKey is Elatine triandra Schkuhr",
 "TaxonKey is Ephedra distachya subsp. distachya",
 "TaxonKey is Ephedra fragilis subsp. fragilis",
 "TaxonKey is Epipactis tremolsii Pau",
 "TaxonKey is Equisetum sylvaticum L.",
 "TaxonKey is Equisetum ×moorei Newman",
 "TaxonKey is Erica lusitanica Rudolphi",
 "TaxonKey is Eryngium duriaei J.Gay"
 ]
 }
 ]
}

 The dataset includes 12732 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011848-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.