cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.13140/rg.2.2.28525.41441
title: rotate the matrix
DOI: 10.3535/40p-3yd-fve
title: Anthriscus nemorosus (M. Bieb.) Spreng.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/t66-mq0-rxp
title: Helichrysum armenium subsp. armenium DC.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/xh7-y8r-c6e
title: Gladiolus kotschyanus Boiss.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/nd4-ast-9wa
title: Saxifraga cymbalaria L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/w2b-hmx-edt
title: Thymus drucei Ronniger

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/0ph-zl6-rqm
title: Thesium arvense Horv.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/16w-wgn-yns
title: Salvia verticillata L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ky3-71b-x5n
title: Quercus macranthera Fisch. & C. A. Mey. ex Hohen.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/yt8-bse-zrv
title: Anthoxanthum odoratum L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/05w-ekv-pcn
title: Halimodendron halodendron (Pall.) Voss

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/llv-spn-ebr
title: Eleocharis palustris (L.) Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/3sb-rmt-lzx
title: Reichardia glauca V. A. Matthews

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/3yn-wkl-6td
title: Thymus drucei Ronniger

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/f55-ers-dde
title: Erodium cicutarium (L.) L'Hér.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/eyx-2lm-c9m
title: Cardamine uliginosa M. Bieb.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/mc9-zp1-7j8
title: Euphorbia iberica Boiss.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/mgx-xje-s1k
title: Polygonatum multiflorum (L.) All.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/4hc-qjm-ahm
title: Pueraria lobata subsp. lobata (Willd.) Ohwi

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/jrr-z7z-1g5
title: Trifolium repens L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ls5-lvk-cgs
title: Arenaria gypsophiloides L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/5s5-9dd-wsj
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/gpp-6eg-w5r
title: Bupleurum commutatum Boiss. & Balansa

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.vmq22m
title: Occurrence Download

description: A dataset containing 72791 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus tectorum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 72791 records from 870 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074484-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yoxa2w
title: Occurrence Download

description: A dataset containing 52806 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echeneidae",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 52806 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015059-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxx383
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nimbochromis livingstonii (Günther, 1894)"
 ]
}

 The dataset includes 70 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248932-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.goz53c
title: Occurrence Download

description: A dataset containing 7395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coryphaenidae",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7395 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015062-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xlg-cqx-re7
title: Sedum sexangulare L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlg-erc-g21
title: Poa angustifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlg-yqt-ht0
title: Chrysosplenium alternifolium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlh-5gf-7t1
title: Carex glareosa Schkuhr ex Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlh-7ll-205
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlf-npj-qr5
title: Alchemilla micans Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlg-920-g6d
title: Potentilla argentea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlh-7lr-0xv
title: Potentilla crantzii (Crantz) Beck ex Fritsch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlh-83f-vgc
title: Noccaea Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlh-8j9-nlp
title: Alisma plantago-aquatica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlh-9ba-kn5
title: Carex flacca Schreb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlh-d3c-741
title: Agrostis capillaris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlh-ejb-e1t
title: Juncus conglomeratus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlh-ey2-6je
title: Carex diandra Schrank

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlh-p52-n3r
title: Stellaria crassifolia Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlj-3hc-5ey
title: Carex rostrata Stokes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlj-a7b-2n2
title: Alchemilla filicaulis Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlj-aer-wte
title: Goodyera repens (L.) R.Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlj-jed-21s
title: Platanthera bifolia (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlj-las-ze5
title: Athyrium filix-femina (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlh-j2b-9f4
title: Melilotus altissimus Thuill.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlj-f0c-j5a
title: Potentilla erecta (L.) Raeusch.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlj-mf8-m18
title: Elodea canadensis Michx.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlj-nc6-6r7
title: Drosera intermedia Hayne

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlj-r1m-pvx
title: Poa compressa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17952231
title: Attention Decoding at the Cocktail Party: Typical Hearing Individuals

description: Experiment

We conducted a selective auditory attention experiment, where stimuli were presented in the free room over two loudspeakers separated by 60°. Before each trial, participants received instructions directing their attention to a specific audiobook. This guidance was provided visually on a screen, featuring a symbol indicating the selected audiobook’s direction. Initially, we conducted eight trials in a single-speaker scenario, where only one audiobook was presented from alternating sides. Each trial lasted approximately two minutes. After every two trials, the presented story changed. In twelve subsequent trials, we implemented a competing-speaker paradigm, where two stories were presented simultaneously. However, the distractor story started 10 s later, affording participants time to discern the target speaker. We further randomized the organization by starting with the block of s2 stimuli instead of s1 for every second participant. 

 

Participants

The dataset comprises data from 29 typical hearing individuals. This is only one of three datasets collected for this study. There two more datasets from age-matched Cochlear implant users and 29 bilateral hearing aid users. All three cohorts underwent the exact same procedure.

 

EEG Recording

We collected EEG data using an actiCHamp System (BrainProducts GmbH, Germany) equipped with 32 electrodes. For CI-users between two and four electrodes were removed due to their proximity to the CI magnet and sound processor. The sampling rate was set at 1 kHz, and an online low-pass filter with a cutoff frequency of 280 Hz was implemented. Prior to the experiment, electrode impedances were maintained below 20 kΩ. We monitored the impedances throughboth the single-speaker and competing-speaker scenarios, and, if needed, applied additional conductive gel to ensure that the impedances remained below the threshold of 20 kΩ. For synchronizing the audio and the EEG recording, we used an audio splitter and recorded the presented audio as two auxiliary channel over the EEG recorder with two StimTraks (BrainProducts GmbH, Germany) as adapter. We performed an offline correlation analysis between the recorded audio signal and delayed versions of the clean stimuli. The delay with highest value in Pearson’s r is used to align the respective stimuli with the EEG recording. Additionally, we sent onse

Dataset



We provide the dataset for each cohort as hdf5 dataset. It includes:



The EEG recording sampled at the original sampling frequency of 1kHz

Stimuli and precalculated features (speech envelope and onset envelope)



The original stimuli as wav files sampled at 48kHz. The files are named according to the "stimulus code" in  the hdf5 file, so they can me matched easily to the neural data.

Exemplary raw data in .vhdr format and the montag file. This data is helpful to create topographies, for instance for TRF analysis.


 

For organization of the file and an example of how to read the data using python, see the hdf5_dataset_info.txt file.
DOI: 10.3535/xlj-sa9-sm1
title: Alchemilla L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlj-y70-kbj
title: Poa trivialis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17952230
title: Attention Decoding at the Cocktail Party: Typical Hearing Individuals

description: Experiment

We conducted a selective auditory attention experiment, where stimuli were presented in the free room over two loudspeakers separated by 60°. Before each trial, participants received instructions directing their attention to a specific audiobook. This guidance was provided visually on a screen, featuring a symbol indicating the selected audiobook’s direction. Initially, we conducted eight trials in a single-speaker scenario, where only one audiobook was presented from alternating sides. Each trial lasted approximately two minutes. After every two trials, the presented story changed. In twelve subsequent trials, we implemented a competing-speaker paradigm, where two stories were presented simultaneously. However, the distractor story started 10 s later, affording participants time to discern the target speaker. We further randomized the organization by starting with the block of s2 stimuli instead of s1 for every second participant. 

 

Participants

The dataset comprises data from 29 typical hearing individuals. This is only one of three datasets collected for this study. There two more datasets from age-matched Cochlear implant users and 29 bilateral hearing aid users. All three cohorts underwent the exact same procedure.

 

EEG Recording

We collected EEG data using an actiCHamp System (BrainProducts GmbH, Germany) equipped with 32 electrodes. For CI-users between two and four electrodes were removed due to their proximity to the CI magnet and sound processor. The sampling rate was set at 1 kHz, and an online low-pass filter with a cutoff frequency of 280 Hz was implemented. Prior to the experiment, electrode impedances were maintained below 20 kΩ. We monitored the impedances throughboth the single-speaker and competing-speaker scenarios, and, if needed, applied additional conductive gel to ensure that the impedances remained below the threshold of 20 kΩ. For synchronizing the audio and the EEG recording, we used an audio splitter and recorded the presented audio as two auxiliary channel over the EEG recorder with two StimTraks (BrainProducts GmbH, Germany) as adapter. We performed an offline correlation analysis between the recorded audio signal and delayed versions of the clean stimuli. The delay with highest value in Pearson’s r is used to align the respective stimuli with the EEG recording. Additionally, we sent onse

Dataset



We provide the dataset for each cohort as hdf5 dataset. It includes:



The EEG recording sampled at the original sampling frequency of 1kHz

Stimuli and precalculated features (speech envelope and onset envelope)



The original stimuli as wav files sampled at 48kHz. The files are named according to the "stimulus code" in  the hdf5 file, so they can me matched easily to the neural data.

Exemplary raw data in .vhdr format and the montag file. This data is helpful to create topographies, for instance for TRF analysis.


 

For organization of the file and an example of how to read the data using python, see the hdf5_dataset_info.txt file.
DOI: 10.3535/xlk-1g5-mh5
title: Ribes spicatum subsp. spicatum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlk-bjk-mxx
title: Deschampsia cespitosa subsp. bottnica

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xlk-nxy-vt8
title: Carex dioica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xll-cr0-zhz
title: Cyperaceae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xll-gnh-npw
title: Betula pubescens Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xll-3gd-422
title: Rubus chamaemorus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xll-j5k-gga
title: Camelina Crantz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.z6ztrt
title: Occurrence Download

description: A dataset containing 1164696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GenusKey is Juniperus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1164696 records from 2305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062757-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pp3n2a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphyosemion georgiae Lambert & Géry, 1968",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((-7.2368 34.3499,-7.8618 34.0821,-7.8618 29.0599,1.1382 29.0599,1.1382 37.0126,1.0824 37.0043,-0.2178 36.3911,-1.3535 36.1755,-2.0167 35.582,-2.9629 35.9401,-3.4108 35.7059,-4.4085 35.6649,-4.8295 35.8931,-5.2547 36.4009,-6.1318 36.2488,-7.2368 34.3499))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054010-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15688734
title: GBIF data summaries: GBIF national node type records: UK

description: GBIF—the Global Biodiversity Information Facility—is an international network and research infrastructure funded by the world__s governments and aimed at providing anyone, anywhere, open access to data about all types of life on Earth. https://www.gbif.org
DOI: 10.5281/zenodo.14259557
title: Acoustic monitoring data Roaringwater Bay, SW Ireland.
DOI: 10.5281/zenodo.14259556
title: Acoustic monitoring data Roaringwater Bay, SW Ireland.
DOI: 10.5281/zenodo.15688613
title: Dahlias Flower Variety Dataset

description: Description:

The Dahlias Flower Variety Dataset is an extensive compilation of high-resolution images and detailed metadata for a diverse range of dahlia flower varieties. Known for their vibrant colors and varied forms, dahlias are a popular subject among gardeners and photographers alike.

Download Dataset

Dataset Contents:



Images: This dataset includes a wide array of images featuring various dahlia flower varieties. The photos are taken under different lighting conditions, settings, and angles, providing a rich resource for researchers, florists, and hobbyists.

Metadata: Each image comes with comprehensive metadata, including the flower variety name, color, bloom size, and other pertinent details. This metadata is invaluable for research, classification, and identification purposes.


Use Cases:



Botanical Research: Researchers and botanists can utilize this dataset to study and classify dahlia flower varieties, enhancing our knowledge of the species.

Horticulture: Gardening enthusiasts and professionals can reference this dataset to identify different varieties, plan landscaping projects, and design vibrant flower arrangements.

Computer Vision and Machine Learning: This dataset is ideal for data scientists and machine learning practitioners to train and test models for flower recognition, classification, and segmentation.


This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.15688612
title: Dahlias Flower Variety Dataset

description: Description:

The Dahlias Flower Variety Dataset is an extensive compilation of high-resolution images and detailed metadata for a diverse range of dahlia flower varieties. Known for their vibrant colors and varied forms, dahlias are a popular subject among gardeners and photographers alike.

Download Dataset

Dataset Contents:



Images: This dataset includes a wide array of images featuring various dahlia flower varieties. The photos are taken under different lighting conditions, settings, and angles, providing a rich resource for researchers, florists, and hobbyists.

Metadata: Each image comes with comprehensive metadata, including the flower variety name, color, bloom size, and other pertinent details. This metadata is invaluable for research, classification, and identification purposes.


Use Cases:



Botanical Research: Researchers and botanists can utilize this dataset to study and classify dahlia flower varieties, enhancing our knowledge of the species.

Horticulture: Gardening enthusiasts and professionals can reference this dataset to identify different varieties, plan landscaping projects, and design vibrant flower arrangements.

Computer Vision and Machine Learning: This dataset is ideal for data scientists and machine learning practitioners to train and test models for flower recognition, classification, and segmentation.


This dataset is sourced from Kaggle.
DOI: 10.34740/kaggle/dsv/12204648
title: World Weather Repository ( Daily Updating )
DOI: 10.6084/m9.figshare.29350790
title: <b>Tourism Parasites: Threats or Catalysts to Market Order?</b>

description: Unethical business practices remain a persistent issue in tourism. This study introduces the concept of tourism parasites to understand this issue. Qualitative methods were used to examine the emergence, spread, and impacts of tourism parasites.
DOI: 10.6084/m9.figshare.29350790.v1
title: <b>Tourism Parasites: Threats or Catalysts to Market Order?</b>

description: Unethical business practices remain a persistent issue in tourism. This study introduces the concept of tourism parasites to understand this issue. Qualitative methods were used to examine the emergence, spread, and impacts of tourism parasites.
DOI: 10.15468/dl.aecgve
title: Occurrence Download

description: A dataset containing 923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Doratogonus Attems, 1914"
 ]
}

 The dataset includes 923 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054012-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15688460
title: NORWAY
DOI: 10.5281/zenodo.15688461
title: NORWAY