cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.rrb7jk
title: Occurrence Download

description: A dataset containing 500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Menidae",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 500 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015063-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn36nd
title: Occurrence Download

description: A dataset containing 738 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Genista acanthoclada DC."
 ]
}

 The dataset includes 738 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002024-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exw6x2
title: Occurrence Download

description: A dataset containing 664690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Papua New Guinea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 664690 records from 521 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033619-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xkx-5l4-y4t
title: Luzula multiflora (Ehrh.) Lej.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkx-5ry-97z
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkx-5t3-948
title: Arenaria serpyllifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.pb5tnu
title: Occurrence Download

description: A dataset containing 551 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrias davidianus"
 ]
}

 The dataset includes 551 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062774-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qyp2rj
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is SeasonWatch - Tree Phenology Dataset (India)",
 "OrganismId is NCF_India:Seasonwatch:179581"
 ]
}

 The dataset includes 33 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062775-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xkx-97d-gqz
title: Nymphaea tetragona Georgi

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkx-erm-cwf
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkx-fpd-hz0
title: Scleranthus annuus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkx-gnf-sh1
title: Zannichellia palustris subsp. major (Hartm.) Ooststr. & Reichg.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkx-sdx-d5m
title: Alchemilla glaucescens Wallr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkx-tms-9cw
title: Alnus glutinosa (L.) Gaertn.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkx-z3t-brt
title: Carex aquatilis Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkx-zap-kn8
title: Eleocharis palustris (L.) Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xky-1ge-ety
title: Sagina procumbens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xky-5fd-yjg
title: Atriplex littoralis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xky-aw7-35c
title: Chenopodium suecicum Murr

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xky-cgh-1jp
title: Salix repens x ssp. repens var. repens × ssp. rosmarinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkx-pkv-pqj
title: Eriophorum vaginatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xky-f1b-mt3
title: Luzula multiflora subsp. multiflora

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xky-ggg-ncy
title: Diphasiastrum alpinum (L.) Holub

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xky-x16-s5s
title: Polypodium vulgare L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkz-5nk-8dw
title: Carex flava L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkz-7yc-hvg
title: Phleum pratense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkz-8a4-67f
title: Carex saxatilis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkz-jcr-zs1
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkz-k4a-4aw
title: Ruppia maritima L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkz-ldr-g4v
title: Descurainia sophia (L.) Webb ex Prantl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkz-qal-8a1
title: Najas marina L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkz-tvv-3a2
title: Thalictrum simplex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkz-5zp-c3w
title: Carex limosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xkz-y2e-h4w
title: Scolochloa festucacea (Willd.) Link

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-4xf-z6l
title: Scheuchzeria palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-6ap-pxn
title: Rumex crispus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-8rk-yee
title: Carex brunnescens (Pers.) Poir.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-a58-kwg
title: Sorbus aucuparia subsp. aucuparia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-a5y-6pp
title: Rumex longifolius DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-ahd-0xz
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-g27-b93
title: Corydalis solida (L.) Clairv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-k9m-lkl
title: Luzula pilosa (L.) Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-met-s02
title: Alchemilla micans Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-s9l-jjq
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-w4f-qhs
title: Juncus compressus Jacq.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-y0x-k17
title: Luzula pilosa (L.) Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-yv4-jb9
title: Geum rivale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl1-1xy-ly7
title: Cardamine pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl1-24v-j6l
title: Carex vesicaria L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl1-2vw-t9q
title: Potamogeton friesii Rupr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl1-acx-37e
title: Zannichellia palustris subsp. pedicellata (Rosén & Wahlenb.) Arcang.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl1-drm-mpa
title: Thalictrum lucidum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl1-h9x-6n1
title: Calamagrostis purpurea (Trin.) Trin.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-hve-bf8
title: Alchemilla filicaulis Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl0-xk6-mzy
title: Anthoxanthum australe (Schrad.) Veldkamp

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl1-jd3-h5q
title: Raphanus sativus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl1-jrf-42w
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl1-lmz-22y
title: Salix L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl1-tzc-6rr
title: Rosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl2-1cp-t72
title: Oxybasis Kar. & Kir.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl2-fvz-3qx
title: Carex rostrata Stokes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl2-q1v-1zc
title: Carex rotundata Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl2-w2z-9ql
title: Rumex acetosella L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl3-73q-9g3
title: Molinia caerulea (L.) Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl3-7vx-1lf
title: Scheuchzeria palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl3-8y5-k5j
title: Cakile arctica Pobed.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl3-9cw-b19
title: Rumex triangulivalvis (Danser) Rech. fil.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl3-cj5-w24
title: Rhynchospora fusca (L.) W.T.Aiton

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl3-d52-w8q
title: Carex brunnescens (Pers.) Poir.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl3-lwd-ept
title: Chenopodium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl3-tcm-pd2
title: Rumex triangulivalvis (Danser) Rech. fil.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-4qd-bga
title: Carex nigra subsp. juncea (Fr.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-ad1-92d
title: Rhynchospora fusca (L.) W.T.Aiton

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-d9s-06f
title: Juncus biglumis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-e3l-97c
title: Betula pubescens x subsp. czerepanovii × subsp. pubescens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-qx2-tz1
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-s7v-7wc
title: Calamagrostis epigejos (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-tzj-4pg
title: Hedlundia hybrida (L.) Sennikov & Kurtto

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-v1g-jbg
title: Trifolium repens L.

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

description: A dataset listing the 21274 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((6.9579 47.75028,7.61039 47.75028,7.61039 48.59308,6.9579 48.59308,6.9579 47.75028))"
 ]
}

 The dataset's 21274 records were derived from 1055 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062769-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xl4-vs6-hsr
title: Alnus incana f. subsp. incana var. incana f. laciniata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-w30-cfq
title: Carex vaginata Tausch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-xxp-cm9
title: Micranthes nivalis (L.) Small

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-z3w-w2x
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl4-zw1-xcy
title: Atriplex patula L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl5-22d-5vf
title: Argentina anserina subsp. anserina

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl5-8pa-6p9
title: Micranthes tenuis (Wahlenb.) Small

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl5-nqw-yqt
title: Rumex crispus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl5-rpt-3cz
title: Capsella bursa-pastoris (L.) Medik.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl5-s1v-1s5
title: Noccaea caerulescens (J. Presl & C. Presl) F. K. Mey.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl5-t5h-fpy
title: Ranunculus acris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-3jg-th9
title: Descurainia sophia (L.) Webb ex Prantl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-66v-whm
title: Salix caprea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-79z-7l0
title: Sparganium emersum Rehmann

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-7dv-caf
title: Vicia sylvatica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-9dp-gb6
title: Alchemilla micans Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-dlt-vte
title: Populus tremula L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-gls-tg1
title: Trollius europaeus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-kwe-v4b
title: Juncus tenuis Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-ssz-14b
title: Sparganium natans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-xl9-ael
title: Diphasiastrum complanatum subsp. montellii (Kukkonen) Kukkonen

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17952844
title: Attention Decoding at the Cocktail Party: Cochlear Implant 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 24 bilaterally Cochlear-Implant users. This is only one of three datasets collected for this study. There two more datasets from 29 age-matched hearing aid 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/xl5-l08-lvm
title: Ceratophyllum demersum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-j7j-edm
title: Lathyrus japonicus var. maritimus (L.) J.T.Kartesz & Gandhi

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xl6-xsg-jde
title: Anthoxanthum australe (Schrad.) Veldkamp

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