cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13308644
title: EEG signal dataset in a resting state for individuals with tinnitus and healthy individuals

description: # EEG Data Description

This README file provides details about the EEG dataset used in this project. The dataset contains EEG signals recorded from subjects in different conditions. The following sections provide a comprehensive overview of the dataset, including the number of channels, reference channel, sampling rate, and other relevant information.

## Dataset Overview

The dataset comprises EEG signals recorded from two groups of subjects: Healthy and Tinnitus. Each group contains multiple subjects, and the EEG signals for each subject are stored in `.npz` files.

### Healthy Group

- **Number of Subjects:** 16- **File Names:** H1.npz, H2.npz, ..., H16.npz

### Tinnitus Group

- **Number of Subjects:** 20- **File Names:** T1.npz, T2.npz, ..., T20.npz

## Data Details

- **Number of Channels:** 63- **Reference Channel:** Cz- **Sampling Rate:** 1200 Hz- **Recording Duration:** 10 minutes per subject- **Condition:** Eyes Closed, Eyes Open

## Channel Names

The EEG signals are recorded using the standard 10-10 system. Below are the names of the 63 channels:

1. FP12. FPz3. FP24. AF75. AF36. AFz7. AF48. AF89. F910. F711. F512. F313. F114. Fz15. F216. F417. F618. F819. F1020. FT921. FT722. FC523. FC324. FC125. FCz26. FC227. FC428. FC629. FT830. FT1031. T932. T733. C534. C335. C136. Cz (Reference)37. C238. C439. C640. T841. T1042. TP943. TP744. CP545. CP346. CP147. CPz48. CP249. CP450. CP651. TP852. TP1053. P954. P755. P556. P357. P158. Pz59. P260. P461. P662. P863. P1064. POz

## Data Preprocessing

Referencing to Cz:** The EEG signals are referenced to the `Cz` channel.
DOI: 10.15468/dl.mjpngz
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stephania cephalantha",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 327 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025466-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.12746.84167
title: Animación de la Brújula de Ciberseguridad – Español
DOI: 10.15468/dl.xgg6ud
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spigelia anthelmia",
 "Country is Burkina Faso",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025468-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hf8w5r
title: Occurrence Download

description: A dataset containing 4573 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is 台灣真菌地理分布系統資料庫之建制與應用(1/4)"
 ]
}

 The dataset includes 4573 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025467-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.py3xw5
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Iberus marmoratus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 183 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025469-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edn7n8
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spigelia anthelmia",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025470-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.deah82
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spigelia anthelmia",
 "Country is Gabon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 81 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025471-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30227089
title: <b>Central Asia’s UV Radiation Over 20 Years: Altitude, Albedo, and Climate Influences</b>

description: This study investigates UV radiation trends and drivers in Central Asia over 20 years (2005–2024) using data from NASA’s OMI/Aura and GLDAS_NOAH10_M v2.1. Linear regression reveals a slight decline in UV mean levels (slope: -0.004789), a modest increase in albedo mean (slope: 0.070258), and a significant rise in surface temperature mean (slope: 0.221627), with precipitation remaining stable. Spatial analysis shows elevated UV in high-altitude snow/glacier zones (&gt;3,000 m) due to high albedo (29.62–30.94%) and reduced atmospheric filtering, peaking in 2016–2017 (6.53–6.80 J m⁻²). Multiple regression modeling (R²=0.72) identifies altitude and albedo as primary UV drivers, explaining 65% and 20% of variance, respectively. These findings highlight the impact of climatic and topographic factors on UV exposure, suggesting the need for elevation-specific UV monitoring and albedo management strategies, such as reforestation, to mitigate risks in this vulnerable region.
DOI: 10.6084/m9.figshare.30227089.v1
title: <b>Central Asia’s UV Radiation Over 20 Years: Altitude, Albedo, and Climate Influences</b>

description: This study investigates UV radiation trends and drivers in Central Asia over 20 years (2005–2024) using data from NASA’s OMI/Aura and GLDAS_NOAH10_M v2.1. Linear regression reveals a slight decline in UV mean levels (slope: -0.004789), a modest increase in albedo mean (slope: 0.070258), and a significant rise in surface temperature mean (slope: 0.221627), with precipitation remaining stable. Spatial analysis shows elevated UV in high-altitude snow/glacier zones (&gt;3,000 m) due to high albedo (29.62–30.94%) and reduced atmospheric filtering, peaking in 2016–2017 (6.53–6.80 J m⁻²). Multiple regression modeling (R²=0.72) identifies altitude and albedo as primary UV drivers, explaining 65% and 20% of variance, respectively. These findings highlight the impact of climatic and topographic factors on UV exposure, suggesting the need for elevation-specific UV monitoring and albedo management strategies, such as reforestation, to mitigate risks in this vulnerable region.
DOI: 10.15468/dl.9b95eh
title: Occurrence Download

description: A dataset containing 989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stephania japonica",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 989 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025472-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g87292
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Iberus ortizi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025473-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkfw7r
title: Occurrence Download

description: A dataset containing 22353 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Données du Parc amazonien de Guyane - Données sur la chasse Parc amazonien de Guyane 2010-2012"
 ]
}

 The dataset includes 22353 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025474-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4wj3u
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spigelia anthelmia",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025475-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v72smp
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spigelia anthelmia",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025477-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgbkdt
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spigelia anthelmia",
 "Country is Maldives",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025476-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zeunwr
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paspalum exaltatum",
 "Year 1975-2024"
 ]
}

 The dataset includes 82 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025478-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nchspr
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stephania tetrandra",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 91 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025479-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r88nat
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Iberus rositai)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025481-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzp2s5
title: Occurrence Download

description: A dataset containing 792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paspalum fimbriatum",
 "Year 1975-2024"
 ]
}

 The dataset includes 792 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025480-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jkq5g
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spigelia anthelmia",
 "Country is Trinidad and Tobago",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025482-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5qntx
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nymphoides hydrophylla",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 22 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025484-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6jyqa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ixora javanica",
 "Country is Burkina Faso",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025485-250920141307145/datasets/export for details.
DOI: 10.15468/dl.9y7rz5
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ixora javanica",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025486-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d73y27
title: Occurrence Download

description: A dataset containing 496671 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 countrycode countrycode,
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, countrycode, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, countrycode, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, countrycode, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, countrycode, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, countrycode, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, countrycode, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.basisofrecord IN ('HUMAN_OBSERVATION', 'PRESERVED_SPECIMEN')
 AND occurrence.countrycode = 'BR'
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence."year" &gt;= 2000 AND occurrence."year" &lt;= 2024)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL AND occurrence.hascoordinate = TRUE)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year",
 occurrence.countrycode

 The dataset's 496671 records were derived from 874 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025458-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wn5xxe
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mollugo stricta",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 38 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025487-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kunxad
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia erecta",
 "Country is Chad",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025489-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w94g4u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia erecta",
 "Country is Burkina Faso",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025488-250920141307145/datasets/export for details.
DOI: 10.34740/kaggle/dsv/13195741
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.t3avmd
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia erecta",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 87 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025490-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17217624
title: Data and code for heterogeneous stucture identification based on inverse distance weighting method
DOI: 10.5281/zenodo.17217623
title: Data and code for heterogeneous stucture identification based on inverse distance weighting method
DOI: 10.15468/dl.5hks5f
title: Occurrence Download

description: A dataset containing 7092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paspalum notatum",
 "Year 1975-2024"
 ]
}

 The dataset includes 7092 records from 382 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025491-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh0186667.10fu
title: SH0186667.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0186668.10fu
title: SH0186668.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0186669.10fu
title: SH0186669.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.