cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10943499
title: A collection of annotated soundscape recordings from western Kenya

description: This collection contains 35 soundscape recordings of 32 hours total duration, which have been annotated with 10,294 labels for 176 different bird species from western Kenya. The data were recorded in 2021 and 2022 west and southwest of Lake Baringo in Baringo County, Kenya. This collection has partially been featured as test data in the 2023 BirdCLEF competition and can primarily be used for training and evaluation of machine learning algorithms.

Data collection

For this collection, AudioMoths and SWIFT recording units were deployed at multiple locations west and southwest of Lake Baringo, Baringo County, Kenya between Dezember 2021 and February 2022. Recording locations cover a variety of habitats from open grasslands to semi-arid scrubland and mountain forests. Recordings were originally sampled at 48 kHz and converted to MP3 for faster file transfer. For publication, all files were resampled to 32 kHz and converted to FLAC.

Sampling and annotation protocol

A total of 32 hours of audio from various sites west and southwest of Lake Baringo were selected for annotation. Annotators were tasked with identifying and labeling each bird call they could discern, excluding any calls that were too weak or indiscernible. The annotation process was carried out using Audacity. Provided labels mark the center of each bird call. In this collection, we use eBird species codes as labels, following the 2021 eBird taxonomy (Clements list). Parts of this dataset have previously been used in the 2023 BirdCLEF competition. 

Files in this collection

Audio recordings can be accessed by downloading and extracting the “soundscape_data.zip” file. Soundscape recording filenames contain a sequential file ID, recording date and timestamp in EAT (UTC+3). As an example, the file “KEN_001_20211207_153852.flac” has sequential ID 001 and was recorded on December 7th 2021 at 15:38:52 EAT. Ground truth annotations are listed in “annotations.csv” where each line specifies the corresponding filename, start and end time in seconds, and an eBird species code. These species codes can be assigned to scientific and common name of a species with the “species.csv” file. The approximate recording location with longitude and latitude can be found in the “recording_location.txt” file.

Acknowledgements

Compiling this extensive dataset was a major undertaking, and we are very thankful to the domain experts who helped to collect and manually annotate the data for this collection. In particular, our thanks go to Francis Cherutich for setting up recording units, collecting and annotating data, and to Alain Jacot for assisting in programming the units and transporting the recorders to Kenya.
DOI: 10.5281/zenodo.10943500
title: A collection of annotated soundscape recordings from western Kenya

description: This collection contains 35 soundscape recordings of 32 hours total duration, which have been annotated with 10,294 labels for 176 different bird species from western Kenya. The data were recorded in 2021 and 2022 west and southwest of Lake Baringo in Baringo County, Kenya. This collection has partially been featured as test data in the 2023 BirdCLEF competition and can primarily be used for training and evaluation of machine learning algorithms.

Data collection

For this collection, AudioMoths and SWIFT recording units were deployed at multiple locations west and southwest of Lake Baringo, Baringo County, Kenya between Dezember 2021 and February 2022. Recording locations cover a variety of habitats from open grasslands to semi-arid scrubland and mountain forests. Recordings were originally sampled at 48 kHz and converted to MP3 for faster file transfer. For publication, all files were resampled to 32 kHz and converted to FLAC.

Sampling and annotation protocol

A total of 32 hours of audio from various sites west and southwest of Lake Baringo were selected for annotation. Annotators were tasked with identifying and labeling each bird call they could discern, excluding any calls that were too weak or indiscernible. The annotation process was carried out using Audacity. Provided labels mark the center of each bird call. In this collection, we use eBird species codes as labels, following the 2021 eBird taxonomy (Clements list). Parts of this dataset have previously been used in the 2023 BirdCLEF competition. 

Files in this collection

Audio recordings can be accessed by downloading and extracting the “soundscape_data.zip” file. Soundscape recording filenames contain a sequential file ID, recording date and timestamp in EAT (UTC+3). As an example, the file “KEN_001_20211207_153852.flac” has sequential ID 001 and was recorded on December 7th 2021 at 15:38:52 EAT. Ground truth annotations are listed in “annotations.csv” where each line specifies the corresponding filename, start and end time in seconds, and an eBird species code. These species codes can be assigned to scientific and common name of a species with the “species.csv” file. The approximate recording location with longitude and latitude can be found in the “recording_location.txt” file.

Acknowledgements

Compiling this extensive dataset was a major undertaking, and we are very thankful to the domain experts who helped to collect and manually annotate the data for this collection. In particular, our thanks go to Francis Cherutich for setting up recording units, collecting and annotating data, and to Alain Jacot for assisting in programming the units and transporting the recorders to Kenya.
DOI: 10.15468/dl.f3kvuu
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tapeinidium oligophlebium (Baker) C.Chr."
 ]
}

 The dataset includes 45 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120754-240321170329656/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.25563375
title: IEGS Data

description: Integrated electricity and gas systems, Weymouth equation, Benders decomposition, Shapley value.
DOI: 10.15468/dl.8h24qd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euonymus latifolius (L.) Mill.",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120756-240321170329656/datasets/export for details.
DOI: 10.15468/dl.64xeqk
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taxillus umbellifer (Wall. ex Schult.fil.) Danser"
 ]
}

 The dataset includes 45 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120758-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ranzba
title: Occurrence Download

description: A dataset containing 1245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum arcticum (Trautv.) Dahlst."
 ]
}

 The dataset includes 1245 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120757-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3q9zgp
title: Occurrence Download

description: A dataset containing 12116 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetragonia tetragonoides (Pall.) Kuntze"
 ]
}

 The dataset includes 12116 records from 321 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120755-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18167/dvn1/5ghe96
title: Itasy, Vakinankaratra - Madagascar - 2023 - Land cover reference spatial database

description: This reference database in vector format (ESRI shape format) is organised according to a multi-level nomenclature. It is used to train an image classification algorithm with a view to producing land use maps for the Itashy and Vakinankaratra regions as part of the DINAAMICC project. Each GPS point was converted into a polygon by digitising the boundaries of the corresponding plot on the Google Satellite background and/or the mosaic of Spot 6/7 images acquired in 2022 and 2023 during the growing season. In addition, other polygons were digitised by photo-interpretation of the images. The database covers the entire study area in order to be representative of existing crop types and perennial structures. The final database contains 3726 polygons.
DOI: 10.15468/dl.s66qym
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eupatorium cannabinum L.",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120760-240321170329656/datasets/export for details.
DOI: 10.15468/dl.x2z5pm
title: Occurrence Download

description: A dataset containing 1218 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tapeinidium pinnatum (Cav.) C.Chr."
 ]
}

 The dataset includes 1218 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120762-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vmjx8
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum ostrinum M.P.Christ."
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120761-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.up72gv
title: Occurrence Download

description: A dataset containing 795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Phyllanthus urinaria L."
 ]
}

 The dataset includes 795 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120759-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yb56p5
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taxillus vestitus (Wall.) Danser"
 ]
}

 The dataset includes 78 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120764-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rb364w
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum arcuatum (Tauscher) Dumort."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120765-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9q6b4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia acanthothamnos Heldr. & Sartori ex Boiss.",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120767-240321170329656/datasets/export for details.
DOI: 10.15468/dl.esqkre
title: Occurrence Download

description: A dataset containing 263 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sebastiania macrocarpa Müll.Arg."
 ]
}

 The dataset includes 263 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120768-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2fe25
title: Occurrence Download

description: A dataset containing 21048 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barbarea intermedia Boreau"
 ]
}

 The dataset includes 21048 records from 469 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120766-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxawx5
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetragonia verrucosa Fenzl"
 ]
}

 The dataset includes 55 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120769-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkunsq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum otagirianum Koidz. ex Kitam."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120770-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4jexg
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tapeinidium prionoides K.U.Kramer"
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120771-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwwadr
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum arenastrum A.J.Richards"
 ]
}

 The dataset includes 45 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120772-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6w5kk
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taxillus wiensii Polhill"
 ]
}

 The dataset includes 22 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120773-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh2s29
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia amygdaloides L.",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120774-240321170329656/datasets/export for details.
DOI: 10.15468/dl.2vsc6y
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Données Ligue pour la protection des oiseaux Centre-Val de Loire-LPO Centre-Val de Loire - Données avifaune ENS Villemandeur (Loiret) - 2021",
 "Geometry POLYGON((-15.64723 41.24421,20.64723 41.24421,20.64723 55.75579,-15.64723 55.75579,-15.64723 41.24421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 280 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120775-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18167/dvn1/zliqil
title: Land cover map, Pesvi site, Kruger National Park, Zimbabwe

description: Land cover map of Pesvi study site derived from Sentinel-2 images (2018)
DOI: 10.15468/dl.nvsvbw
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetragonia virgata Schltr."
 ]
}

 The dataset includes 35 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120777-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4jn9yx
title: Occurrence Download

description: A dataset containing 4892 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((87.62651 23.82535,88.83824 23.13534,89.88167 22.8829,90.85778 22.78192,92.22098 23.01753,93.55051 24.16194,94.7959 25.55879,95.26712 26.23198,96.29372 26.97247,97.20252 27.17443,97.38764 27.69614,97.45496 28.45347,97.16886 29.10983,96.49568 29.85033,95.97396 30.33838,95.41859 30.67497,93.71881 30.54034,91.88439 30.574,89.54508 30.67497,86.56972 29.87104,85.77873 28.97908,86.13215 26.62294,86.83899 25.02413,87.27656 24.21632,87.62651 23.82535))",
 "IucnRedListCategory is CR"
 ]
}

 The dataset includes 4892 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120776-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjnkta
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum ottonis Uhlemann"
 ]
}

 The dataset includes 37 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120778-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4arbr
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tapeinidium stenocarpum Alderw."
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120779-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18167/dvn1/brw2dr
title: Simulated future land cover maps according to different change scenarios, Nan Province, Thailand

description: This dataset holds the results of different simulations of land cover changes over Nan Province, Thailand, up to 2030. ESA global land cover maps (1992-2015) were used as initialization maps (ESA, 2017). A land-cover (LC) change model was constructed from 1992-2015 maps. Three future land-use scenarios in 2030 (Trisurat et al., 2020) were used to simulate future land cover maps (2016-2030), using the Ocelet modelling platform (ocelet.org). Simulated 2019 land cover maps were compared with a recent LC map of Saen Thong district, Nan province, derived from Sentinel-2 satellite time series. The obtained future land cover maps are intended to study the spread of some common infectious diseases (ANR FutureHealthSEA project: predictive scenarios of health in Southeast Asia, linking land use and climate change to infectious diseases).
DOI: 10.15468/dl.hpdvp9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia aphylla Brouss. ex Willd.",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120780-240321170329656/datasets/export for details.
DOI: 10.15468/dl.5sqvwp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum arenicola Lindb. ex R.Doll"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120782-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hsmy9c
title: Occurrence Download

description: A dataset containing 485 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taxotrophis ilicifolia (Kurz) S.Vidal"
 ]
}

 The dataset includes 485 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120781-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u53fpg
title: Occurrence Download

description: A dataset containing 672 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetrameles nudiflora R.Br."
 ]
}

 The dataset includes 672 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120783-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgt8pv
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum ovillum H.Øllg."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120784-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dug3us
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia azorica Hochst.",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120786-240321170329656/datasets/export for details.