cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10792702
title: UNS-Exterior Spatial Sound Events 2023 (UNS-ESSE2023)

description: This dataset was generated within the UNS2: Localising Audio Events in Crowds use case of the H2020 MARVEL project. The purpose of the dataset is to offer audio samples collected outdoors in an urban area that could be used for development of sound event localisation and detection (SELD) models for acoustic monitoring in urban environments.

The dataset was generated within a staged recording process. Audio samples were collected by utilising Infineon Audiohub Nano 8-channel microphone array board with a sampling rate of 48 kHz. The audio was synthetised by mixing target sound events from the FSD50K dataset “gunshot” and “gunfire”, “boom”, and “shatter” with samples of the class “chatter”, that was used as a background noise, extracted also from the FSD50k dataset. The scenario included different SNR values for the events in the mixtures and the measurement of the Sound Pressure Level (SPL) before and after the recording. Sound events were reproduced using eight JBL VP7212MDP10 speakers, which were positioned circularly around the microphone array board in equidistant positions. Data collection was performed for two different distances: 5 m and 10 m. One of the speakers was used to reproduce the target events (overlaid on the background noise), where the selected speaker varied during the data collection, while the others were used to reproduce background noise only. The recording setup was placed outdoors, involving additional ambient noise of the urban city area, which is a case closer to the real-world scenario comparing to the datasets recorded in the laboratory conditions. Together with the audio files, spatiotemporal annotation of the sound events is provided. These annotations include temporal onset and offset of the target events, azimuth, source distance, SNR level and SPL values for background ambience noise. 

This work was funded by the European Union’s Horizon 2020 research and innovation program MARVEL under grant agreement No 957337. This publication reflects the authors’ views only. The European Commission is not responsible for any use that may be made of the information it contains.
description: This dataset is also available in the MARVEL Data Corpus at the following link: https://datacorpus.marvel-project.eu/dataset/view/5ec4d31c-6715-4358-9a76-02fd9fb24c1a
DOI: 10.5281/zenodo.10792703
title: UNS-Exterior Spatial Sound Events 2023 (UNS-ESSE2023)

description: This dataset was generated within the UNS2: Localising Audio Events in Crowds use case of the H2020 MARVEL project. The purpose of the dataset is to offer audio samples collected outdoors in an urban area that could be used for development of sound event localisation and detection (SELD) models for acoustic monitoring in urban environments.

The dataset was generated within a staged recording process. Audio samples were collected by utilising Infineon Audiohub Nano 8-channel microphone array board with a sampling rate of 48 kHz. The audio was synthetised by mixing target sound events from the FSD50K dataset “gunshot” and “gunfire”, “boom”, and “shatter” with samples of the class “chatter”, that was used as a background noise, extracted also from the FSD50k dataset. The scenario included different SNR values for the events in the mixtures and the measurement of the Sound Pressure Level (SPL) before and after the recording. Sound events were reproduced using eight JBL VP7212MDP10 speakers, which were positioned circularly around the microphone array board in equidistant positions. Data collection was performed for two different distances: 5 m and 10 m. One of the speakers was used to reproduce the target events (overlaid on the background noise), where the selected speaker varied during the data collection, while the others were used to reproduce background noise only. The recording setup was placed outdoors, involving additional ambient noise of the urban city area, which is a case closer to the real-world scenario comparing to the datasets recorded in the laboratory conditions. Together with the audio files, spatiotemporal annotation of the sound events is provided. These annotations include temporal onset and offset of the target events, azimuth, source distance, SNR level and SPL values for background ambience noise. 

This work was funded by the European Union’s Horizon 2020 research and innovation program MARVEL under grant agreement No 957337. This publication reflects the authors’ views only. The European Commission is not responsible for any use that may be made of the information it contains.
description: This dataset is also available in the MARVEL Data Corpus at the following link: https://datacorpus.marvel-project.eu/dataset/view/5ec4d31c-6715-4358-9a76-02fd9fb24c1a
DOI: 10.15468/dl.hzhhe2
title: Occurrence Download

description: A dataset listing the 1138 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "Country is Mexico",
 "Geometry POLYGON((-105.72262 28.15195,-105.81852 27.92746,-105.7393 27.75786,-105.6434 27.61756,-105.41656 27.61541,-105.24628 27.61054,-104.9881 27.64461,-105.01419 27.78077,-104.96613 28.11075,-104.99908 28.18824,-105.08011 28.23423,-105.18022 28.19999,-105.50997 28.19238,-105.66007 28.20341,-105.72262 28.15195))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 1138 records were derived from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036719-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z0gtni
title: Occurrence Download

description: A dataset containing 19407314 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((146.07422 -31.46484,165.41016 -31.46484,165.41016 35.68359,146.07422 35.68359,146.07422 -31.46484))"
 ]
}

 The dataset includes 19407314 records from 1194 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030687-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwgqjd
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Scleria lacustris C.Wright)"
 ]
}

 The dataset includes 273 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028237-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7st3b
title: Occurrence Download

description: A dataset containing 2246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Leptochloa chinensis (L.) Nees)"
 ]
}

 The dataset includes 2246 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028241-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kh6cn
title: Occurrence Download

description: A dataset containing 1115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Digitaria fuscescens (J.Presl) Henrard)"
 ]
}

 The dataset includes 1115 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028240-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/z73g2p
title: Jerzy Heintze - Butterflies of Poland Atlas Source Data

description: The dataset contains source records enlisted by the author of the prominent Polish lepidopterist and artist, Jerzy Heintze, the author of the Atlas of Butteflies of Poland (Atlas Motyli Polski), published in 1978. The atlas presented 300 species of moths and butterflies carefully depicted by the author with usage of a very specific approach combining thorough morfometric measurements and classical painting techniques. All pictures were painted from live specimens bred or caught by the artist, accompanied by detailed descriptions of species biology. The atlas included also a list of localities and dates documenting origins of each specimen, digitized and hereby presented.
DOI: 10.15468/dl.t9k8cp
title: Occurrence Download

description: A dataset containing 5015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Fiji",
 "Depth 205.0-1007.0m"
 ]
}

 The dataset includes 5015 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028244-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ag9xbg
title: Occurrence Download

description: A dataset containing 12724 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (dc282b9d-8f3b-4197-b174-ba5272721a6f, 1c0babcc-cbdd-4dc7-8605-d7788db1a1b6, ab13adb9-ce23-444d-87c9-ce41f03ef2b3, 8251fe14-04e1-483f-9ae6-46cf83ff76fa, 2a7e3080-28a9-11dd-97cd-b8a03c50a862, eace4687-50e8-4f9a-829b-29ff8ff1fa8b, 85aae44a-2a4c-4a3f-92cc-a1a8d27b90fa, e70c4151-0d1a-414d-b70e-e87ac1e812b7)",
 "TaxonKey is Zonotrichia capensis (P.L.S.Müller, 1776)"
 ]
}

 The dataset includes 12724 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028238-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9h6xj
title: Occurrence Download

description: A dataset containing 821 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Philodryas chamissonis (Wiegmann, 1835)"
 ]
}

 The dataset includes 821 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028245-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qp9w63
title: Occurrence Download

description: A dataset containing 100806 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pilosella aurantiaca (L.) F.W.Schultz & Sch.Bip.)"
 ]
}

 The dataset includes 100806 records from 678 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028172-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ps2e65
title: Occurrence Download

description: A dataset containing 126925 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Petasites hybridus (L.) G.Gaertn., B.Mey. & Scherb.)"
 ]
}

 The dataset includes 126925 records from 661 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028126-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rx4jxp
title: Occurrence Download

description: A dataset containing 340782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2023-12-30",
 "EventDate is less than or equal to 2024-01-29",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 340782 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016209-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctzzfg
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-90.71652 17.98397,-86.12608 17.98397,-86.12608 22.63512,-90.71652 22.63512,-90.71652 17.98397))",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhizophora mangle L.",
 "Year 2000-2010"
 ]
}

 The dataset includes 26 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037732-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8mqwr
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Guatteria campinensis (Morawetz & Maas) Erkens & Maas"
 ]
}

 The dataset includes 21 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165961-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf4ee6
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia baileyana F.Muell.",
 "Country is South Africa"
 ]
}

 The dataset includes 43 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059747-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnsnr7
title: Occurrence Download

description: A dataset containing 3055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aricidea quadrilobata Webster & Benedict, 1887",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 3055 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041907-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eenk8r
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chusquea bilimekii E.Fourn."
 ]
}

 The dataset includes 62 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015593-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gud6yc
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thylacospermum rupifragum (Kar. & Kir.) Schrenk"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0318700-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hke7qr
title: Occurrence Download

description: A dataset containing 348830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2023-11-07",
 "EventDate is less than or equal to 2023-12-07",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 348830 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042209-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uedgcz
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heisteria erythrocarpa P.Jørg. & C.Ulloa"
 ]
}

 The dataset includes 74 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165963-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rkys4f
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia valerii Leonard"
 ]
}

 The dataset includes 40 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165965-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6comxk
title: Occurrence Download

description: A dataset containing 4755 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lupinus luteus L."
 ]
}

 The dataset includes 4755 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015594-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3b7cc
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isoetes mississippiensis S.W.Leonard, W.C.Taylor, Musselman & R.D.Bray"
 ]
}

 The dataset includes 22 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165964-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2yrrg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentianella viridiflora Pfanzelt & Sylvester"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165962-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ww88dx
title: Occurrence Download

description: A dataset containing 634 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxytropis microphylla (Pall.) DC."
 ]
}

 The dataset includes 634 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006136-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8apjhc
title: Occurrence Download

description: A dataset containing 61449 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Biota (D.Don) Endl.)"
 ]
}

 The dataset includes 61449 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042235-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hzezn
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pluchea pteropoda Hemsl."
 ]
}

 The dataset includes 36 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0313611-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eb6cvg
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras Lacepède, 1803",
 "Country is Suriname"
 ]
}

 The dataset includes 170 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015594-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ryxj8
title: Occurrence Download

description: A dataset containing 860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Mexico, United States of America)",
 "TaxonKey is Parthenium argentatum A.Gray"
 ]
}

 The dataset includes 860 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042229-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkgpnt
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaurornis bicolor (Walden, 1872)",
 "Country is Bhutan"
 ]
}

 The dataset includes 36 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015594-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25cz3p
title: Occurrence Download

description: A dataset listing the 38 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Nigeria",
 {
 "or" : [
 "GadmGid is NGA.13_1",
 "GadmGid is NGA.13.3_1",
 "GadmGid is NGA.13.4_1",
 "GadmGid is NGA.13.5_1",
 "GadmGid is NGA.13.1_1",
 "GadmGid is NGA.24.4_1"
 ]
 },
 "Geometry POLYGON((-14.49081 -1.69239,31.49081 -1.69239,31.49081 16.69239,-14.49081 16.69239,-14.49081 -1.69239))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset's 38 records were derived from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006126-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.593sxf
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenopus operculipetalus (Standl. & L.O.Williams) Sothers & Prance"
 ]
}

 The dataset includes 74 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165966-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.