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

description: A dataset containing 921706 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apocynaceae"
 ]
}

 The dataset includes 921706 records from 1070 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007631-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cm2a6
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Seriola rivoliana Valenciennes, 1833"
 ]
}

 The dataset includes 46 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291956-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8upq9
title: Occurrence Download

description: A dataset containing 1072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 7.50013140046682",
 "DecimalLongitude is less than 7.50319095365122",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1072 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005287-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wiivqp
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rollinia St.-Hil.",
 "Country is Suriname"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007632-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvha93
title: Occurrence Download

description: A dataset containing 537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Epinephelus Bloch, 1793"
 ]
}

 The dataset includes 537 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291946-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcy37g
title: Occurrence Download

description: A dataset containing 17600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Populus deltoides W.Bartram ex Marshall",
 "Year 2014-2024"
 ]
}

 The dataset includes 17600 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114556-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dfbe8
title: Occurrence Download

description: A dataset containing 35749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Vascular Plant Herbarium, Oslo (O) UiO",
 "Country is Sweden"
 ]
}

 The dataset includes 35749 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114557-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3b76fb
title: Occurrence Download

description: A dataset containing 27923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Populus nigra L.",
 "Year 2014-2024"
 ]
}

 The dataset includes 27923 records from 1047 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114561-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34808/w6ze-ff19
title: Miscanthus × giganteus growth and photosynthetic rate measurements

description: This data set contains the findings of the growth development, gas exchange, and specific leaf area of the plants during the experiment in which straw and wood chips-based biochars were used as soil amendment for Miscanthus × giganteus (M×g) cultivation.
Analyses were performed using an IRGA (LI-6400XT Portable Photosynthesis System, LI-COR Biosciences UK Ltd, Cambridge, UK) and a digital camera and ImageJ (version 1.54d, National Institutes of Health, USA).
Project title: Energy BIOmass CULtivation on marginal soils enhanced with biochar amendments fertilized with by-product in order to reduce nutrients leaching (eBIOCOOL) (3/2022/IDUB/II.2/Sc)
NICE project Horizon 2020 research and innovation programme under grant agreement No.101003765 is gratefully acknowledged.
DOI: 10.15468/dl.gku9qf
title: Occurrence Download

description: A dataset containing 4428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Populus ×canescens (Aiton) Sm.",
 "Year 2014-2024"
 ]
}

 The dataset includes 4428 records from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114562-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8d6yt
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Andorra, Albania, Armenia, Austria, Azerbaijan, Bosnia and Herzegovina, Belgium, Bulgaria, Belarus, Switzerland, Cyprus, Czechia, Germany, Denmark, Algeria, Estonia, Egypt, Greece, Spain, Finland, Faroe Islands, France, Georgia, Guernsey, Gibraltar, Croatia, Hungary, Ireland, Israel, Isle of Man, Iceland, Italy, Jersey, Lebanon, Liechtenstein, Lithuania, Luxembourg, Latvia, Libya, Morocco, Monaco, Moldova, Republic of, Montenegro, North Macedonia, Malta, Netherlands, Norway, Poland, Palestine, State of, Portugal, Romania, Serbia, Russian Federation, Sweden, Slovenia, Svalbard and Jan Mayen, Slovakia, San Marino, Syrian Arab Republic, Tunisia, Türkiye, Ukraine, United Kingdom of Great Britain and Northern Ireland, French Guiana, Guadeloupe, Martinique, Mayotte, Réunion, Saint Martin (French part), Holy See)",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Machine Observation, Occurrence evidence, Observation)",
 "HasGeospatialIssue is false",
 "ScientificName is one of (Abies fraseri, Abies fraseri (Pursh) Poir.)",
 "Year is greater than or equal to 2020"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114563-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edcqrs
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Russian Federation, China, Korea (Democratic People’s Republic of), Korea, Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rosa koreana Kom."
 ]
}

 The dataset includes 244 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114564-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9h94a2
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Phanerogamic Botanical Collections (S)",
 "TaxonKey is Heliconia bihai (L.) L."
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114566-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fm9fd
title: Occurrence Download

description: A dataset containing 15031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Psidium guajava L.",
 "Year 2014-2024"
 ]
}

 The dataset includes 15031 records from 331 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114565-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xuzrpf
title: Occurrence Download

description: A dataset containing 190137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Viola odorata"
 ]
}

 The dataset includes 190137 records from 1231 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016247-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjvkhm
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cirsium effusum"
 ]
}

 The dataset includes 122 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016297-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/8262f384-88e7-4dad-89f5-45687b4e2d5a
title: Imagery and crabeater seal point locations from aerial surveys of Crystal Sound and Marguerite Bay, West Antarctic Peninsula 2015

description: This dataset comprises of vertical aerial imagery of sea ice in Marguerite Bay and Crystal Sound in 2015, the point locations of ice seals detected in that imagery, and polygons denoting the area of the surveys. It was done initially to test the possibility of counting ice seals in aerial and satellite imagery and will be used in future as a baseline dataset to track ice seal abundance in the region. The points were manually digitised in ArcGIS by one observer.

The original imagery was taken by operators from the BAS Mapping And Geographic Information Centre. Counting and analysis was part of the NERC grant NE/W009641/1.
description: Between 31 October and 10 November 2015, British Antarctic Survey flew three lines of aerial survey over sea ice adjacent to the Antarctic Peninsula to survey pack ice seals. Image coverage of Maguerite Bay was taken twice; once on 31 October, and once on 10 November, to assess the variability of seal presence. A separate line was flown over Crystal Sound on 8 November. A Twin Otter aircraft was mounted with a vertical facing high resolution Z/I Imaging Digital Mapping Camera (DMC) and, flying at a height of 1200m, around 1600km of imagery was acquired of the pack ice with an on-the-ground resolution of 12cm per pixel. Images were taken approximately every 700m and had a 40% overlap. Each image was post processed using the IMU (inertial measurement unit) data from the aircraft that gives position and orientation to enable georectification of each photograph. 

In the resulting imagery seals can be clearly seen, often with pups and recent tracks. These seals were manually digitised with a single point placed on each seal in ArcGIS (version 10.4 ESRI 2025). Searching was done systematically at 1:800 scale, where images overlapped, only the seals from the first image viewed was recorded. The resulting point shapefiles record all seals in the three flightlines.
description: Imagery was acquired using Intergraph's Z/I Imaging Digital Mapping Camera (DMC).
Points were digitised in ArcGIS version 10.4
Trimble Applanix software was used to create the camera centre points from the onboard IMU data.
SOCET GXP was used to undertake the areo-triangularization and georectification of the images.
description: Spatial resolution of the imagery is 12cm per pixel Ground Sample Distance (GSD). 

Seal locations have been marked, but species cannot be differentiated. 

No accuracy metrics are included. 

Horizontal datum: EPSG:3031 - WGS84 Antarctic Polar Stereographic 

Vertical datum: MSL (mean sea level)
DOI: 10.15468/dl.ju4b9t
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lotus herbaceus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016299-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.272nyb
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arcotheres sinensis"
 ]
}

 The dataset includes 29 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016302-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5hk5u
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((10.34562 43.95152,10.28141 43.95475,10.18707 43.90991,10.23693 43.78973,10.31011 43.73557,10.37576 43.75171,10.44391 43.79583,10.38795 43.89269,10.34562 43.95152))",
 "TaxonKey is one of (Ischnura elegans, Sympetrum sanguineum)"
 ]
}

 The dataset includes 101 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016301-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hs2ysn
title: Occurrence Download

description: A dataset containing 23122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Loxodonta africana"
 ]
}

 The dataset includes 23122 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016298-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6s7u3y
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((10.34562 43.95152,10.28141 43.95475,10.18707 43.90991,10.23693 43.78973,10.31011 43.73557,10.37576 43.75171,10.44391 43.79583,10.38795 43.89269,10.34562 43.95152))",
 "TaxonKey is one of (Procambarus clarkii, Ischnura elegans)"
 ]
}

 The dataset includes 61 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016303-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gaguw
title: Occurrence Download

description: A dataset containing 6085 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Parochlus"
 ]
}

 The dataset includes 6085 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016304-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15642785
title: CAFE: Algerian Arabic, French, and English Code-Switched Conversational Speech Dataset

description: CAFE: A Spontaneous Code-Switching Speech Dataset in Algerian Dialect, French, and English (Version 2)

 

The CAFE dataset (Code-switching Algerian French English) addresses the critical scarcity of publicly available resources capturing spontaneous, real-world code-switching among Algerian Arabic (Darja), French, and English. Comprising approximately 37 hours of in vivo human–human dialogue from over 100 speakers, CAFE reflects authentic conversational dynamics across diverse topics such as science, technology, sports, and social issues.

All audio is preserved at 16 kHz, 16-bit PCM, mono WAV format, ensuring consistency for ASR and speech processing tasks.

 

 

 

Dataset Structure

CAFE is organized into two primary tiers to support diverse research needs — from high-precision evaluation to large-scale pretraining.

CAFE_small/



audio/: 170 mono-channel WAV files.

transcripts_raw/: CSV file containing raw manual transcriptions.

transcripts_ZAEBUC/: JSON files with linguistically enriched annotations, including:



Code-switching boundaries,

Dialect intensity levels (L0–L4),

Non-lexical event tagging,




cafe-small-clean/ (2h 18m):Audio and aligned transcriptions without overlapping speech, suitable for clean ASR benchmarking.

cafe-small-overlap/ (17m):Contains 23 files with time-stamped overlapping speech regions.



audio_processed/: Overlap segments excised;

processed_transcripts.json: Includes original transcription, processed version, and metadata on removed segments (text + timestamps).


 

🔹 CAFE_large/

this will be found in the version 1.0.0 zip file. the current version includes the cafe-small new subsets: https://zenodo.org/records/15642786

A larger subset (~34h 35m, 3,588 files) with pseudo-labeled transcriptions, generated using a Whisper-based pipeline enhanced with pyannote speaker diarization. Suitable for semi-supervised learning, pretraining, and domain adaptation.



audio_large/: Mono-channel WAV files.

pseudo_labels/: CSV files mapping each audio file to its pseudo-transcription.
DOI: 10.5281/zenodo.16964503
title: CAFE: Algerian Arabic, French, and English Code-Switched Conversational Speech Dataset

description: CAFE: A Spontaneous Code-Switching Speech Dataset in Algerian Dialect, French, and English (Version 2)

 

The CAFE dataset (Code-switching Algerian French English) addresses the critical scarcity of publicly available resources capturing spontaneous, real-world code-switching among Algerian Arabic (Darja), French, and English. Comprising approximately 37 hours of in vivo human–human dialogue from over 100 speakers, CAFE reflects authentic conversational dynamics across diverse topics such as science, technology, sports, and social issues.

All audio is preserved at 16 kHz, 16-bit PCM, mono WAV format, ensuring consistency for ASR and speech processing tasks.

 

 

 

Dataset Structure

CAFE is organized into two primary tiers to support diverse research needs — from high-precision evaluation to large-scale pretraining.

CAFE_small/



audio/: 170 mono-channel WAV files.

transcripts_raw/: CSV file containing raw manual transcriptions.

transcripts_ZAEBUC/: JSON files with linguistically enriched annotations, including:



Code-switching boundaries,

Dialect intensity levels (L0–L4),

Non-lexical event tagging,




cafe-small-clean/ (2h 18m):Audio and aligned transcriptions without overlapping speech, suitable for clean ASR benchmarking.

cafe-small-overlap/ (17m):Contains 23 files with time-stamped overlapping speech regions.



audio_processed/: Overlap segments excised;

processed_transcripts.json: Includes original transcription, processed version, and metadata on removed segments (text + timestamps).


 

🔹 CAFE_large/

this will be found in the version 1.0.0 zip file. the current version includes the cafe-small new subsets: https://zenodo.org/records/15642786

A larger subset (~34h 35m, 3,588 files) with pseudo-labeled transcriptions, generated using a Whisper-based pipeline enhanced with pyannote speaker diarization. Suitable for semi-supervised learning, pretraining, and domain adaptation.



audio_large/: Mono-channel WAV files.

pseudo_labels/: CSV files mapping each audio file to its pseudo-transcription.
DOI: 10.15468/dl.xks249
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is 贵州",
 "TaxonKey is one of (Bretschneidera sinensis, Altingia multinervis, Dysosma versipellis, Actinidia chinensis, Paris polyphylla, Phoebe zhennan, Fokienia hodginsii, Taxus chinensis mairei, Taxus chinensis, Fargesia porphyrea, Begonia xishuiensis, Camellia ilicifolia, Camellia luteoflora, Camellia ilicifolia neriifolia, Aspidistra chishuiensis, Indocalamus chishuiensis, Ampelocalamus scandens, Impatiens spathulata, Impatiens chishuiensis, Rhododendron xishuiense, Primula lithophila)"
 ]
}

 The dataset includes 227 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016305-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5ypyt
title: Occurrence Download

description: A dataset containing 217630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Carex remota"
 ]
}

 The dataset includes 217630 records from 1254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016261-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-62140
title: Redemption tidings, vol. 42, nos. 1-52, 1 Jan. - 23 Dec. 1966

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.y9n6q2
title: Occurrence Download

description: A dataset containing 197208 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Oman"
 ]
}

 The dataset includes 197208 records from 432 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037825-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n98g7t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kermes cockerelli Ehrhorn, 1898",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Switzerland",
 "Country is Switzerland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0400817-210914110416597/datasets/export for details.
DOI: 10.15468/dl.tb8mju
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Najas gracillima (A.Braun ex Engelm.) Magnus",
 "HasCoordinate is true",
 "Year is greater than or equal to 1900",
 "BasisOfRecord is one of (Human Observation, Specimen, Unknown evidence)"
 ]
}

 The dataset includes 284 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051440-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.