cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15642786
title: CAFE: Algerian Arabic, French, and English Code-Switched Conversational Speech Dataset

description: The CAFE dataset (Code-switching Algerian French English) addresses the lack of publicly available resources capturing spontaneous code-switching between Algerian Arabic (Darja), French, and English. Spanning over 37 hours of real-world, in vivo human–human dialogue from more than 100 speakers, it reflects Algeria’s rich sociolinguistic landscape through naturally occurring conversational features such as code-switching points, overlapping speech, non-lexical events (e.g., laughter, fillers, ambient noise), and dialectal variation. CAFE supports research in automatic speech recognition (ASR), dialect identification, and multilingual NLP for low-resource settings.

Annotations were based on Latin script for French and English, while Arabic script was applied for Algerian Dialect and MSA.

The dataset consists of three main subsets:





cafe-small/Contains annotated audio clips featuring natural conversations.





audio/: Mono-channel WAV files (16 kHz, 16-bit PCM).




transcripts_raw/:





A CSV file aggregating raw transcriptions for all files.






transcripts_ZAEBUC/:One JSON file with enriched annotations using the ZAEBUC-Spoken format for each file. (including dialect intensity and language switching details).






cafe-large/Includes a larger volume of audio clips with pseudo-labels generated using Whisper-based models.





audio/: Mono-channel WAV files (16 kHz, 16-bit PCM).




pseudo_labels/: CSV files containing pseudo-transcriptions per audio file.






CAFE-small-no-overlap/A curated subset of cafe-small, filtered to remove speaker or content overlap for benchmarking or experimentation.





audio/: Mono-channel WAV files (16 kHz, 16-bit PCM).




transcripts_raw/: CSV files where each row includes the filename and its pseudo-transcription.
DOI: 10.15468/dl.g778tr
title: Occurrence Download

description: A dataset listing the 55 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is one of (Denmark, Norway, Sweden, Finland, Iceland)",
 {
 "or" : [
 "Geometry POLYGON((-20.41783 54.33977,50.38213 54.33977,50.38213 74.08544,-20.41783 74.08544,-20.41783 54.33977))",
 "Geometry POLYGON((-27.81864 61.19272,-7.35239 61.19272,-7.35239 69.17738,-27.81864 69.17738,-27.81864 61.19272))",
 "Geometry POLYGON((4.57521 53.0619,15.71059 53.0619,15.71059 58.63808,4.57521 58.63808,4.57521 53.0619))"
 ]
 },
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EN, CR, EW, EX)",
 "OccurrenceStatus is Present",
 "Year 2024-2024"
 ]
}

 The dataset's 55 records were derived from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069974-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-230412
title: Seeing the realities in the unseen world = Vizionarea realitatilor din lumea nevazuta

description: [description english/roman)] Eugen Bodor (1902-1983), during the period between the wars and after WWII has been one of the two Pentecostal ministers with theological studies. He was marginalized by the Communist regime. For writing candestinely a "Bible study about the spiritual gifts" in 1961 he was sentenced to 5 years in prison and confiscation of personal belongings. "Seeing the realities in the unseen world" is an eschatological writing dated 1981.
DOI: 10.15468/dl.t89wv5
title: Occurrence Download

description: A dataset containing 169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sphaerellothecium thamnoliae Zhurb., Sphaerobasidium minutum (J.Erikss.) Oberw. ex Jülich)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 169 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0328639-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3vx66
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mixophyes hihihorlo Donnellan, Mahony & Davies, 1990)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055415-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdp5j3
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Silurus meridionalis Chen, 1977"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0328628-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-230373
title: Seeing the realities in the unseen world = Vizionarea realitatilor din lumea nevazuta

description: [description english/roman)] Eugen Bodor (1902-1983), during the period between the wars and after WWII has been one of the two Pentecostal ministers with theological studies. He was marginalized by the Communist regime. For writing candestinely a "Bible study about the spiritual gifts" in 1961 he was sentenced to 5 years in prison and confiscation of personal belongings. "Seeing the realities in the unseen world" is an eschatological writing dated 1981.
DOI: 10.15468/dl.58bze4
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Akysis pictus Günther, 1883"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0328642-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzafd4
title: Occurrence Download

description: A dataset containing 1037 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "Geometry POLYGON((-92.94607 56.89521,-93.27789 48.96852,-77.71947 44.10191,-79.52602 52.9503,-82.32801 55.1624,-90.21782 57.22702,-92.94607 56.89521))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Blarina brevicauda (Say, 1823)"
 ]
}

 The dataset includes 1037 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055421-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3hatt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bufo menglianus (Yang, 2008))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055470-230224095556074/datasets/export for details.
DOI: 10.15468/dl.dqg949
title: Occurrence Download

description: A dataset containing 27083 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porzana fusca (Linnaeus, 1766)"
 ]
}

 The dataset includes 27083 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0376064-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-230400
title: Seeing the realities in the unseen world = Vizionarea realitatilor din lumea nevazuta

description: [description english/roman)] Eugen Bodor (1902-1983), during the period between the wars and after WWII has been one of the two Pentecostal ministers with theological studies. He was marginalized by the Communist regime. For writing candestinely a "Bible study about the spiritual gifts" in 1961 he was sentenced to 5 years in prison and confiscation of personal belongings. "Seeing the realities in the unseen world" is an eschatological writing dated 1981.
DOI: 10.15468/dl.axsdfe
title: Occurrence Download

description: A dataset containing 2072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies balsamea (L.) Mill.",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 2072 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004152-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-230335
title: Seeing the realities in the unseen world = Vizionarea realitatilor din lumea nevazuta

description: [description english/roman)] Eugen Bodor (1902-1983), during the period between the wars and after WWII has been one of the two Pentecostal ministers with theological studies. He was marginalized by the Communist regime. For writing candestinely a "Bible study about the spiritual gifts" in 1961 he was sentenced to 5 years in prison and confiscation of personal belongings. "Seeing the realities in the unseen world" is an eschatological writing dated 1981.
DOI: 10.15468/dl.fy9h2f
title: Occurrence Download

description: A dataset containing 87736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spatalia argentina (Denis & Schiffermüller), 1776, Spathularia neesii Bres., Spergula arvensis L.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 87736 records from 378 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0328623-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-230286
title: Seeing the realities in the unseen world = Vizionarea realitatilor din lumea nevazuta

description: [description english/roman)] Eugen Bodor (1902-1983), during the period between the wars and after WWII has been one of the two Pentecostal ministers with theological studies. He was marginalized by the Communist regime. For writing candestinely a "Bible study about the spiritual gifts" in 1961 he was sentenced to 5 years in prison and confiscation of personal belongings. "Seeing the realities in the unseen world" is an eschatological writing dated 1981.
DOI: 10.15468/dl.w45rx8
title: Occurrence Download

description: A dataset containing 63898 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "TaxonKey is Bombus impatiens Cresson, 1863",
 "TaxonKey is Bombus impatiens deayi Chandler, 1956",
 "TaxonKey is Bombus Impatiens"
 ]
 },
 "Year 1980-2022"
 ]
}

 The dataset includes 63898 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167712-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-230345
title: Seeing the realities in the unseen world = Vizionarea realitatilor din lumea nevazuta

description: [description english/roman)] Eugen Bodor (1902-1983), during the period between the wars and after WWII has been one of the two Pentecostal ministers with theological studies. He was marginalized by the Communist regime. For writing candestinely a "Bible study about the spiritual gifts" in 1961 he was sentenced to 5 years in prison and confiscation of personal belongings. "Seeing the realities in the unseen world" is an eschatological writing dated 1981.
DOI: 10.15468/dl.3v5xzx
title: Occurrence Download

description: A dataset containing 2498 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neopelma chrysolophum Pinto, 1944"
 ]
}

 The dataset includes 2498 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0376047-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-231171
title: The herald of Gospel, 1947, vol, 3, no. 4 = Vestitorul Evangheliei, 1947, anul III, nr 4

description: [description english/roman)] The herald of Gospel is the periodical publication of the biggest romanian penticostal group between 1953-1989.
DOI: 10.25549/pcra-c14-231102
title: The herald of Gospel, 1946, vol, 2, no. 10 = Vestitorul Evangheliei, 1946, anul II, nr 10

description: [description english/roman)] The herald of Gospel is the periodical publication of the biggest romanian penticostal group between 1953-1989.
DOI: 10.15468/dl.9zz6f3
title: Occurrence Download

description: A dataset containing 2229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "VerbatimScientificName is Chrysolampis mosquitus"
 ]
}

 The dataset includes 2229 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0376058-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-231061
title: The herald of Gospel, 1946, vol, 2, no. 5 = Vestitorul Evangheliei, 1946, anul II, nr 5

description: [description english/roman)] The herald of Gospel is the periodical publication of the biggest romanian penticostal group between 1953-1989.
DOI: 10.15468/dl.s38dnr
title: Occurrence Download

description: A dataset containing 854 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Geometry POLYGON((-134.64844 70.62355,-159.96094 72.40567,-167.56348 68.73047,-171.91406 58.46498,-155.03906 48.4802,-141.67969 54.59116,-106.52344 9.82815,-63.63281 15.31598,-49.57031 48.4802,-59.41406 64.18246,-93.86719 73.43782,-134.64844 70.62355))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mustela nivalis Linnaeus, 1766",
 "Year 1901-2022"
 ]
}

 The dataset includes 854 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167713-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-231219
title: The herald of Gospel, 1947, vol, 3, no. 9 = Vestitorul Evangheliei, 1947, anul III, nr 9

description: [description english/roman)] The herald of Gospel is the periodical publication of the biggest romanian penticostal group between 1953-1989.
DOI: 10.25549/pcra-c14-231213
title: The herald of Gospel, 1947, vol, 3, no. 9 = Vestitorul Evangheliei, 1947, anul III, nr 9

description: [description english/roman)] The herald of Gospel is the periodical publication of the biggest romanian penticostal group between 1953-1989.
DOI: 10.15468/dl.uyr8w5
title: Occurrence Download

description: A dataset containing 405 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porzana paykullii (Ljungh, 1813)"
 ]
}

 The dataset includes 405 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0376070-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-231225
title: The herald of Gospel, 1947, vol, 3, no. 10 = Vestitorul Evangheliei, 1947, anul III, nr 10

description: [description english/roman)] The herald of Gospel is the periodical publication of the biggest romanian penticostal group between 1953-1989.
DOI: 10.15468/dl.nugv5w
title: Occurrence Download

description: A dataset containing 10653 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sphagnum cuspidatulum C.Müller, 1874, Sphagnum imbricatum Hornsch. ex Russow, Sphagnum girgensohnii Russow)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 10653 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0328663-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-231218
title: The herald of Gospel, 1947, vol, 3, no. 9 = Vestitorul Evangheliei, 1947, anul III, nr 9

description: [description english/roman)] The herald of Gospel is the periodical publication of the biggest romanian penticostal group between 1953-1989.
DOI: 10.25549/pcra-c14-231048
title: The herald of Gospel, 1946, vol, 2, no. 4 = Vestitorul Evangheliei, 1946, anul II, nr 4

description: [description english/roman)] The herald of Gospel is the periodical publication of the biggest romanian penticostal group between 1953-1989.
DOI: 10.18112/openneuro.ds002278.v2.0.0
title: Dense Investigation of Variability of Affect (DIVA)
DOI: 10.34740/kaggle/dsv/14450786
title: Egypt Gold Prices | Daily Updated
DOI: 10.15468/dl.prjwdf
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linum littorale)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 64 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073415-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh5jtx
title: Occurrence Download

description: A dataset containing 600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polyommatus hispanus",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 600 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073416-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17717250
title: Dataset on the literature surrounding the use of AI-Chatbots in the educational field

description: This dataset is linked to a research project that conducts a systematic literature review on the use of AI chatbots in education, specifically analyzing their potential applications, benefits, challenges, and future areas of development.

Variables: Publication Type, Authors, Article Title, Source Title, Publication Year
DOI: 10.5281/zenodo.17717251
title: Dataset on the literature surrounding the use of AI-Chatbots in the educational field

description: This dataset is linked to a research project that conducts a systematic literature review on the use of AI chatbots in education, specifically analyzing their potential applications, benefits, challenges, and future areas of development.

Variables: Publication Type, Authors, Article Title, Source Title, Publication Year
DOI: 10.15468/dl.vrk6nn
title: Occurrence Download

description: A dataset containing 179958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linum catharticum)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 179958 records from 1072 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073405-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.