cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/xm0-q3m-082
title: Isoetes echinospora Durieu

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17927766
title: Attention Decoding at the Cocktail Party: Hearing Aid Users

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 bilateral hearing aid users. This is only one of three datasets collected for this study. There two more datasets from age-matched Cochlear implant users and 29 control participants. 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: 10.5281/zenodo.17927767
title: Attention Decoding at the Cocktail Party: Hearing Aid Users

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 bilateral hearing aid users. This is only one of three datasets collected for this study. There two more datasets from age-matched Cochlear implant users and 29 control participants. 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/xm0-yrf-78e
title: Hammarbya paludosa (L.) Kuntze

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm1-6e2-e8c
title: Triglochin palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm1-7ty-na5
title: Blysmus compressus (L.) Panz. ex Link

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm1-8q7-j77
title: Sparganium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm1-ere-r77
title: Noccaea Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm1-f2h-zwj
title: Isoetes echinospora Durieu

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm1-l5h-lle
title: Sagittaria natans Pall.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm1-m2k-d52
title: Carex nigra subsp. juncea (Fr.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm1-yc2-zhb
title: Poa compressa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm1-zlz-cw9
title: Rumex triangulivalvis (Danser) Rech. fil.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm2-2ba-sqq
title: Sparganium erectum subsp. microcarpum (Neuman) Domin

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm2-bzk-vcf
title: Geum urbanum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm2-d2m-2ty
title: Stellaria longifolia (Regel) Muhl. ex Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm2-d5y-2p4
title: Bunias orientalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm2-hqk-4yy
title: Botrychium lunaria (L.) Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm2-qwr-p06
title: Carex muricata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm2-wks-knq
title: Rubus caesius L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm2-zjp-rc9
title: Stellaria nemorum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-3wc-tnx
title: Carex loliacea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-7f4-amc
title: Sisymbrium austriacum Jacq.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-7j7-zp1
title: Thelypteris palustris Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-9wr-k9w
title: Anthyllis vulneraria subsp. lapponica (Hyl.) Jalas

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-asc-x42
title: Puccinellia distans (Jacq.) Parl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-bnt-hgf
title: Salix L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-kc4-dw2
title: Eleocharis quinqueflora (Hartmann) O.Schwarz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-mjq-s0c
title: Myosurus minimus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.6ur43f
title: Occurrence Download

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Viet Nam, Thailand)",
 "OccurrenceStatus is Present",
 "TaxonKey is Platalea minor"
 ]
}

 The dataset includes 366 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062779-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xm2-c2g-6zj
title: Poa annua L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-v1w-nv5
title: Lycopodiella inundata (L.) Holub

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-jdq-pte
title: Carex disperma Dewey

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-xfj-v83
title: Neottia ovata (L.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-zk3-26h
title: Urtica dioica var. subsp. dioica var. dioica

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm3-zrt-mg5
title: Alchemilla filicaulis Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm4-2ab-zyf
title: Athyrium filix-femina (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm4-3he-z51
title: Juncus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm4-9fx-v81
title: Trollius europaeus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm4-b3e-1ca
title: Geum rivale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm4-cma-ve8
title: Juncus alpinoarticulatus subsp. rariflorus (Hartm.) Breistr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm4-dtj-xg5
title: Ranunculus polyanthemos L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm4-g0a-cy4
title: Carex bohemica Schreb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm4-kcr-fa2
title: Potentilla crantzii (Crantz) Beck ex Fritsch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm4-r0t-hse
title: Juncus balticus Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm4-xc0-7j5
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-0q0-w3e
title: Deschampsia cespitosa (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-5cc-pxl
title: Ribes L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-7eh-bc2
title: Vicia cracca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-7lh-b6e
title: Silene flos-cuculi (L.) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-8f9-p7f
title: Allium oleraceum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm4-1d6-l2c
title: Calamagrostis purpurea (Trin.) Trin.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-8g9-28g
title: Silene latifolia subsp. alba (Mill.) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-dss-rb8
title: Rosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-l3f-dvy
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-m5q-s93
title: Alopecurus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.qp8bcw
title: Occurrence Download

description: A dataset containing 4162978 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 4162978 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062768-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xm5-pdd-4w7
title: Draba verna L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-rat-96r
title: Chenopodium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-tdw-3a0
title: Poa angustifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-vqw-2tl
title: Ribes spicatum subsp. spicatum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-wp9-6jg
title: Subularia aquatica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-y8l-njx
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-01s-3c0
title: Berteroa incana (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-8dw-3zs
title: Agrostis mertensii Trin.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-8sb-12w
title: Cardamine amara L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-al0-tck
title: Potentilla thuringiaca Bernh. ex Link

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-cpg-ar6
title: Diplazium sibiricum (Turcz. ex Kunze) Sa. Kurata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-ffv-27y
title: Actaea spicata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-kt0-rx7
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-lb1-ryh
title: Amaranthus albus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-rxm-gcw
title: Alopecurus geniculatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-ya0-yf2
title: Alchemilla cymatophylla Juz.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-yrp-dx2
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm6-z8d-pdr
title: Trifolium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-052-ykt
title: Spergula morisonii Boreau

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm5-y1m-thv
title: Potentilla argentea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-4dq-83n
title: Vicia sepium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-5f4-mp0
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-5mm-7sf
title: Sisymbrium altissimum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-5xa-h2d
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-8gf-c9w
title: Oreomecon lapponica (Tolm.) Galasso, Banfi & Bartolucci

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-hbl-pbw
title: Crataegus rhipidophylla Gand.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-mgm-jx8
title: Sparganium angustifolium Michx.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-n0c-28j
title: Carex digitata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-npm-0qn
title: Chelidonium majus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-tm5-gpq
title: Rumex acetosella subsp. acetosella

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-w6j-qrb
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-wkx-n2k
title: Urtica urens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm8-05x-7zz
title: Myrica gale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm8-0vb-98t
title: Silene latifolia subsp. alba (Mill.) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm8-51t-y4b
title: Phleum alpinum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm8-588-dt8
title: Woodsia alpina (Bolton) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm8-5re-tv8
title: Elymus caninus (L.) L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm8-et7-tt3
title: Sagittaria natans Pall.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm7-5vr-x62
title: Sparganium emersum Rehmann

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm8-h5n-wbp
title: Equisetum palustre L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm8-jej-swj
title: Saxifraga hostii Tausch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm8-z6n-nvk
title: Lotus corniculatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm9-dqd-gkr
title: Carex brunnescens subsp. brunnescens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm9-e2f-f4z
title: Melilotus officinalis (L.) Lam.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm9-emg-g81
title: Butomus umbellatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm9-f0r-tb8
title: Alnus incana f. subsp. incana var. incana f. bipinnatifida

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm9-lax-4jy
title: Carex flacca Schreb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xm9-rw9-46c
title: Brassica juncea (L.) Czern.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xma-5rw-mva
title: Thalictrum simplex subsp. simplex

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xma-ekq-01f
title: Juncus stygius L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xma-hxz-mf8
title: Diphasiastrum tristachyum (Pursh) Holub

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xma-l7z-w46
title: Juncus gerardi Loisel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xma-r3p-hl9
title: Dryopteris filix-mas (L.) Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.