cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4121/624445db-e312-495c-a9d9-c467d9f98eee
title: Supplementary data for the paper 'Assessing the influence of visual stimulus properties on steady-state visually evoked potentials and pupil diameter'

description: Steady-State Visual Evoked Potentials (SSVEPs) are brain responses measurable via electroencephalography (EEG) in response to continuous visual stimulation at a constant frequency. SSVEPs have been instrumental in advancing our understanding of human vision and attention, as well as in the development of brain-computer interfaces (BCIs). Ongoing questions remain about which type of visual stimulus causes the most potent SSVEP response. The current study investigated the effects of color, size, and flicker frequency on the signal-to-noise ratio of SSVEPs, complemented by pupillary light reflex measurements obtained through an eye-tracker. Six participants were presented with visual stimuli that differed in terms of color (white, red, green), shape (circles, squares, triangles), size (10,000 to 30,000 pixels), flicker frequency (8 to 25 Hz), and grouping (one stimulus at a time vs. four stimuli presented in a 2×2 matrix to simulate a BCI). The results indicated that larger stimuli elicited stronger SSVEP responses and more pronounced pupil constriction. Additionally, the results revealed an interaction between stimulus color and flicker frequency, with red being more effective at lower frequencies and white at higher frequencies. Future SSVEP research could focus on the recommended waveform, interactions between SSVEP and power grid frequency, a wider range of flicker frequencies, a larger sample of participants, and a systematic comparison of the information transfer obtained through SSVEPs, pupil diameter, and eye movements.
DOI: 10.4121/624445db-e312-495c-a9d9-c467d9f98eee.v1
title: Supplementary data for the paper 'Assessing the influence of visual stimulus properties on steady-state visually evoked potentials and pupil diameter'

description: Steady-State Visual Evoked Potentials (SSVEPs) are brain responses measurable via electroencephalography (EEG) in response to continuous visual stimulation at a constant frequency. SSVEPs have been instrumental in advancing our understanding of human vision and attention, as well as in the development of brain-computer interfaces (BCIs). Ongoing questions remain about which type of visual stimulus causes the most potent SSVEP response. The current study investigated the effects of color, size, and flicker frequency on the signal-to-noise ratio of SSVEPs, complemented by pupillary light reflex measurements obtained through an eye-tracker. Six participants were presented with visual stimuli that differed in terms of color (white, red, green), shape (circles, squares, triangles), size (10,000 to 30,000 pixels), flicker frequency (8 to 25 Hz), and grouping (one stimulus at a time vs. four stimuli presented in a 2×2 matrix to simulate a BCI). The results indicated that larger stimuli elicited stronger SSVEP responses and more pronounced pupil constriction. Additionally, the results revealed an interaction between stimulus color and flicker frequency, with red being more effective at lower frequencies and white at higher frequencies. Future SSVEP research could focus on the recommended waveform, interactions between SSVEP and power grid frequency, a wider range of flicker frequencies, a larger sample of participants, and a systematic comparison of the information transfer obtained through SSVEPs, pupil diameter, and eye movements.
DOI: 10.5281/zenodo.13937645
title: Fluorescent Images Dataset

description: The dataset used in this study was entirely self-generated and is proprietary; thus, it is not publicly accessible. Additional data supporting the findings of this study can be obtained from the corresponding author upon reasonable request. A representative subset of the data for segmentation has been made available.

This subset includes original, augmented, and filtered images used for training the UNet_ConvLSTM segmentation model, along with their corresponding labels. These data can also be utilized to test ViT classification to some extent.
DOI: 10.5281/zenodo.13937646
title: Fluorescent Images Dataset

description: The dataset used in this study was entirely self-generated and is proprietary; thus, it is not publicly accessible. Additional data supporting the findings of this study can be obtained from the corresponding author upon reasonable request. A representative subset of the data for segmentation has been made available.

This subset includes original, augmented, and filtered images used for training the UNet_ConvLSTM segmentation model, along with their corresponding labels. These data can also be utilized to test ViT classification to some extent.
DOI: 10.5281/zenodo.13930056
title: MULTIPLIERS_WP5_Science learning project on Biodiversity and agriculture_UBO_Public data_20241014_v1

description: This dataset contains the following data related to the science learning project on Biodiversity and agriculture:



Summary of transcripts from interviews with teachers, and OSC members (Pseudo-/Anonymised)
DOI: 10.5281/zenodo.13930057
title: MULTIPLIERS_WP5_Science learning project on Biodiversity and agriculture_UBO_Public data_20241014_v1

description: This dataset contains the following data related to the science learning project on Biodiversity and agriculture:



Summary of transcripts from interviews with teachers, and OSC members (Pseudo-/Anonymised)
DOI: 10.15468/dl.7gn455
title: Occurrence Download

description: A dataset containing 535486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eristalis Latreille, 1804",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 535486 records from 842 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017038-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hszgh4
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Material sample)",
 "Continent is Europe",
 "Country is Norway",
 "OccurrenceStatus is Present",
 "TaxonKey is Physisporinus P.Karst."
 ]
}

 The dataset includes 237 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017161-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfsz7t
title: Occurrence Download

description: A dataset containing 3970 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((144.26291 -35.94183,144.25215 -35.95716,144.28625 -35.9844,144.29701 -36.00019,144.32745 -35.99218,144.32196 -35.93519,144.28854 -35.92146,144.26291 -35.94183))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3970 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135224-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngdbzq
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-78.4269697000000008 40.4825317000000027, -78.4269697000000008 40.4837930300000011, -78.4269697000000008 40.4848178499999989, -78.4269697000000008 40.4864733499999971, -78.4269697000000008 40.4876558400000022, -78.4269697000000008 40.4887595000000005, -78.4269697000000008 40.4904149899999979, -78.4269697000000008 40.4917551500000030, -78.4269697000000008 40.4935683100000006, -78.4269697000000008 40.4952237999999980, -78.4257847399999974 40.4952237999999980, -78.4242837999999978 40.4952237999999980, -78.4218348899999995 40.4952237999999980, -78.4204919499999988 40.4952237999999980, -78.4190700000000049 40.4952237999999980, -78.4190700000000049 40.4941989699999993, -78.4190700000000049 40.4928588100000013, -78.4190700000000049 40.4912821500000035, -78.4190700000000049 40.4900208299999989, -78.4190700000000049 40.4890748299999998, -78.4190700000000049 40.4874981700000021, -78.4190700000000049 40.4863156799999970, -78.4190700000000049 40.4846601899999996, -78.4190700000000049 40.4825317000000027, -78.4214399100000037 40.4825317000000027, -78.4230988500000024 40.4825317000000027, -78.4257057500000059 40.4825317000000027, -78.4269697000000008 40.4825317000000027))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098967-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyefbn
title: Occurrence Download

description: A dataset listing the 161 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Amblyomma Koch, 1844"
 ]
}

 The dataset's 161 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001503-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezpc7d
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fejervarya vittigera (Wiegmann, 1834)",
 "Year 1950-2020"
 ]
}

 The dataset includes 256 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135227-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzcg43
title: Occurrence Download

description: A dataset containing 600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-75.4085089999999951 40.6179235000000034, -75.4085089999999951 40.6193275299999996, -75.4085089999999951 40.6206312799999978, -75.4085089999999951 40.6224364600000030, -75.4085089999999951 40.6238404899999992, -75.4085089999999951 40.6258462500000022, -75.4085089999999951 40.6279522999999969, -75.4071045499999997 40.6279522999999969, -75.4050981400000069 40.6279522999999969, -75.4028910899999971 40.6279522999999969, -75.4001824399999947 40.6279522999999969, -75.3981760399999956 40.6279522999999969, -75.3956680299999960 40.6279522999999969, -75.3939625799999931 40.6279522999999969, -75.3918558499999989 40.6279522999999969, -75.3889465599999937 40.6279522999999969, -75.3875420800000029 40.6279522999999969, -75.3845325000000059 40.6279522999999969, -75.3845325000000059 40.6259465400000011, -75.3845325000000059 40.6242416400000010, -75.3845325000000059 40.6216341599999993, -75.3845325000000059 40.6195281099999974, -75.3845325000000059 40.6179235000000034, -75.3868398399999933 40.6179235000000034, -75.3881439999999969 40.6179235000000034, -75.3907523299999980 40.6179235000000034, -75.3929593799999935 40.6179235000000034, -75.3944641799999999 40.6179235000000034, -75.3966712299999955 40.6179235000000034, -75.3984769999999997 40.6179235000000034, -75.4007843699999967 40.6179235000000034, -75.4026904499999944 40.6179235000000034, -75.4039946200000060 40.6179235000000034, -75.4060010200000050 40.6179235000000034, -75.4085089999999951 40.6179235000000034))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 600 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099004-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.etkagf
title: Occurrence Download

description: A dataset containing 611 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caluromys philander (Linnaeus, 1758)"
 ]
}

 The dataset includes 611 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0351396-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gneods
title: Occurrence Download

description: A dataset containing 17550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1950-2019",
 "HasCoordinate is true",
 "TaxonKey is Bactrocera Macquart, 1835",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17550 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022466-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ez6ub
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudocoremia fenerata Felder & Rogenhofer, 1875",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130470-210914110416597/datasets/export for details.
DOI: 10.15468/dl.bnxmjy
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Didymoglossum petersii (A.Gray) Copel.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 70 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002460-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59rbpx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudocoremia suavis Butler, 1879",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130473-210914110416597/datasets/export for details.
DOI: 10.15468/dl.kb3ca3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pestalotiopsis uvicola (Speg.) Bissett",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0395097-210914110416597/datasets/export for details.
DOI: 10.15468/dl.pcmncn
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cerdocyon thous (Linnaeus, 1766)"
 ]
}

 The dataset's 7 records were derived from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022471-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b35xq9
title: Occurrence Download

description: A dataset containing 4822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-73.7796850999999947 40.6531785000000028, -73.7796850999999947 40.6559079199999971, -73.7796850999999947 40.6586373399999985, -73.7796850999999947 40.6606844100000018, -73.7796850999999947 40.6631408800000003, -73.7796850999999947 40.6650514800000025, -73.7796850999999947 40.6668256000000028, -73.7764074800000031 40.6668256000000028, -73.7738126099999931 40.6668256000000028, -73.7703983100000045 40.6668256000000028, -73.7680765900000068 40.6668256000000028, -73.7656182900000061 40.6668256000000028, -73.7616577099999944 40.6668256000000028, -73.7587898000000024 40.6668256000000028, -73.7587898000000024 40.6646420599999985, -73.7587898000000024 40.6615032300000010, -73.7587898000000024 40.6594561699999986, -73.7587898000000024 40.6565902800000032, -73.7587898000000024 40.6531785000000028, -73.7608382800000015 40.6531785000000028, -73.7635697200000067 40.6531785000000028, -73.7660280099999994 40.6531785000000028, -73.7687594500000046 40.6531785000000028, -73.7728566100000052 40.6531785000000028, -73.7751783300000028 40.6531785000000028, -73.7783194799999933 40.6531785000000028, -73.7796850999999947 40.6531785000000028))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 4822 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095869-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ari4n2
title: Occurrence Download

description: A dataset containing 5375 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera leo (Linnaeus, 1758)"
 ]
}

 The dataset includes 5375 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022470-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zevsgv
title: Occurrence Download

description: A dataset containing 2123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 2123 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121777-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnsano
title: Occurrence Download

description: A dataset containing 9645 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thunnus alalunga (Bonnaterre, 1788)"
 ]
}

 The dataset includes 9645 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022477-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4x8jmk
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia globosa (Haw.) Sims"
 ]
}

 The dataset includes 99 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205373-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nttnwn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-73.7638651000000038 40.6464715999999981, -73.7638651000000038 40.6465119599999980, -73.7638651000000038 40.6465724999999978, -73.7638651000000038 40.6465926799999977, -73.7638651000000038 40.6467944799999970, -73.7638651000000038 40.6474402400000017, -73.7638651000000038 40.6479649199999997, -73.7638651000000038 40.6484895999999978, -73.7634817600000048 40.6484895999999978, -73.7630177199999935 40.6484895999999978, -73.7626949099999933 40.6484895999999978, -73.7622913900000015 40.6484895999999978, -73.7617869999999982 40.6484895999999978, -73.7612019000000032 40.6484895999999978, -73.7612019000000032 40.6479850999999996, -73.7612019000000032 40.6477833000000004, -73.7612019000000032 40.6472788000000023, -73.7612019000000032 40.6469357400000035, -73.7612019000000032 40.6464715999999981, -73.7617264699999993 40.6464715999999981, -73.7622106900000034 40.6464715999999981, -73.7625133199999965 40.6464715999999981, -73.7630177199999935 40.6464715999999981, -73.7633001800000017 40.6464715999999981, -73.7638651000000038 40.6464715999999981))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095873-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.joujl8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setophaga chrysoparia (P.L.Sclater & Salvin, 1860)",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022467-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amnma4
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lindera metcalfiana var. dictyophylla (C.K.Allen) H.P.Tsui"
 ]
}

 The dataset includes 49 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122002-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dscm8x
title: Occurrence Download

description: A dataset containing 222951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Kuwait, Iraq, Iran (Islamic Republic of))"
 ]
}

 The dataset includes 222951 records from 639 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178059-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zq6f27
title: Occurrence Download

description: A dataset containing 899048 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bubo virginianus (J.F.Gmelin, 1788)"
 ]
}

 The dataset includes 899048 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121779-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.