cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.rpbt6d
title: Occurrence Download

description: A dataset containing 398 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lamiophlomis rotata (Benth. ex Hook.f.) Kudô"
 ]
}

 The dataset includes 398 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050797-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8ssfd
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Brazil, Paraguay, Bolivia (Plurinational State of), Argentina, Peru, Colombia)",
 "TaxonKey is Gymnocorymbus ternetzi (Boulenger, 1895)"
 ]
}

 The dataset includes 363 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050799-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ux7gx
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychotria cuneata"
 ]
}

 The dataset includes 20 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062103-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17295932
title: Mel Spectrogram Voice Dataset

description: This dataset was obtained by applying  a processing pipeline on  two datasets Mozilla Common Voice and Cambridge IELTS Listening Audios.

Mozilla Common Voice  is a public, crowd sourced speech dataset collected from volunteers worldwide. It contains recordings in multiple languages, accents, and speaking styles, each paired with a text transcript. For this study, only English recordings were used, covering different accents, genders, and natural speaking variations. The original audio (48~kHz) was down sampled to 16~kHz to match the experimental setup. This dataset offers a diverse and natural collection of human speech.  

Cambridge IELTS recordings are studio-produced, scripted conversations and monologues with clear pronunciation and minimal background noise, making them similar to synthetic or machine-like voices in forensic analysis. All files were resampled to 16~kHz and split into 2-second segments for feature extraction.  

Together, these datasets provide a balanced mix of natural human speech and structured chatbot-like audio, enabling reliable testing of classification models.

Furthermore, we apply deep learning models on MEL spectrogram data in order to detect if an audio segment is coming from a human or a chatbot.
DOI: 10.5281/zenodo.17295933
title: Mel Spectrogram Voice Dataset

description: This dataset was obtained by applying  a processing pipeline on  two datasets Mozilla Common Voice and Cambridge IELTS Listening Audios.

Mozilla Common Voice  is a public, crowd sourced speech dataset collected from volunteers worldwide. It contains recordings in multiple languages, accents, and speaking styles, each paired with a text transcript. For this study, only English recordings were used, covering different accents, genders, and natural speaking variations. The original audio (48~kHz) was down sampled to 16~kHz to match the experimental setup. This dataset offers a diverse and natural collection of human speech.  

Cambridge IELTS recordings are studio-produced, scripted conversations and monologues with clear pronunciation and minimal background noise, making them similar to synthetic or machine-like voices in forensic analysis. All files were resampled to 16~kHz and split into 2-second segments for feature extraction.  

Together, these datasets provide a balanced mix of natural human speech and structured chatbot-like audio, enabling reliable testing of classification models.

Furthermore, we apply deep learning models on MEL spectrogram data in order to detect if an audio segment is coming from a human or a chatbot.
DOI: 10.15468/dl.epqsef
title: Occurrence Download

description: A dataset containing 13646 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Broussonetia papyrifera (L.) L'Hér. ex Vent."
 ]
}

 The dataset includes 13646 records from 274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079392-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112032528
title: Cuneiform Tablet 1913.14.1665, Spurlock 1913.14.1665

description: [Text Description:] Document concerning wool ❧ [Text or Publication Number Note:] Spurlock 1913.14.1665; CDLI P421516 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 6.1 x 4.3 x 2 cm (51 g)
DOI: 10.15468/dl.pkqg33
title: Occurrence Download

description: A dataset containing 1217 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Illicium anisatum L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1217 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084635-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsnt9p
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Melochia corymbosa Meisn. ex Steud.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 199 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017950-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112032481
title: Cuneiform Tablet 1913.14.1665, Spurlock 1913.14.1665

description: [Text Description:] Document concerning wool ❧ [Text or Publication Number Note:] Spurlock 1913.14.1665; CDLI P421516 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 6.1 x 4.3 x 2 cm (51 g)
DOI: 10.15468/dl.jgdyw9
title: Occurrence Download

description: A dataset containing 111873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((78.32685 17.53212,78.29664 17.50946,78.30179 17.48337,78.29939 17.44835,78.33578 17.41539,78.37732 17.37076,78.41749 17.35016,78.47105 17.34982,78.49508 17.37453,78.54967 17.40681,78.55791 17.42638,78.56718 17.50809,78.53662 17.55375,78.48925 17.54208,78.43225 17.56783,78.3811 17.56508,78.32685 17.53212))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is CC0 1.0",
 "OccurrenceStatus is Present",
 "Year 2015-2020"
 ]
}

 The dataset includes 111873 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122048-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzm6bv
title: Occurrence Download

description: A dataset containing 6303 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mobula alfredi (Krefft, 1868)"
 ]
}

 The dataset includes 6303 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072876-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6jrsz
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Apis mellifera monticola F.G.Smith, 1961"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084641-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112032095
title: Cuneiform Tablet 1913.14.1652, Spurlock 1913.14.1652

description: [Text Description:] Document concerning property ❧ [Text or Publication Number Note:] Spurlock 1913.14.1652; CDLI P421503 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Medium Gray (N 5.75/ 27.2% R) -discoloration Yellowish White (10YR 9/2) ❧ [Physical Object Note:] 5.9 x 4.5 x 2 cm (53 g)
DOI: 10.15468/dl.mur4sn
title: Occurrence Download

description: A dataset containing 1421 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Melothria pendula L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1421 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017953-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zry38t
title: Occurrence Download

description: A dataset containing 7269571 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 {
 "or" : [
 "PublishingOrg is ff90b050-c256-11db-b71b-b8a03c50a862",
 "PublishingOrg is 3c6ad080-bdbe-11da-ac59-b8a03c50a862",
 "PublishingOrg is b459e790-0d3c-11d9-8431-b8a03c50a862",
 "PublishingOrg is bc092ff0-02e4-11dc-991f-b8a03c50a862",
 "PublishingOrg is 90fd6680-349f-11d8-aa2d-b8a03c50a862",
 "PublishingOrg is 66522820-055c-11d8-b84e-b8a03c50a862",
 "PublishingOrg is ae447c50-b8a8-11d8-92a4-b8a03c50a862",
 "PublishingOrg is 4c415e40-1e21-11de-9e40-a0d6ecebb8bf",
 "PublishingOrg is da86174a-a605-43a4-a5e8-53d484152cd3"
 ]
 }
 ]
}

 The dataset includes 7269571 records from 1039 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122055-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112027706
title: Cuneiform Tablet 1913.14.1510, Spurlock 1913.14.1510

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1510; CDLI P421362 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (10YR 8.5/2) Brownish Pink (5YR 7.5/2) ❧ [Physical Object Note:] 5.9 x 4.3 x 2.1 cm (46g)
DOI: 10.15468/dl.htq9ku
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kryptolebias sepia Vermeulen & Hrbek, 2005"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063700-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8279v
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-87.8367994999999979 42.6001783999999972, -87.8367994999999979 42.6010643999999985, -87.8367994999999979 42.6021548699999997, -87.8367994999999979 42.6035179499999970, -87.8367994999999979 42.6045402600000003, -87.8367994999999979 42.6060396399999988, -87.8367994999999979 42.6069937999999979, -87.8345476399999967 42.6069937999999979, -87.8331145899999939 42.6069937999999979, -87.8317497700000018 42.6069937999999979, -87.8296344000000033 42.6069937999999979, -87.8296344000000033 42.6056988699999977, -87.8296344000000033 42.6048128700000035, -87.8296344000000033 42.6033134799999971, -87.8296344000000033 42.6022911700000009, -87.8296344000000033 42.6009280899999965, -87.8296344000000033 42.6001783999999972, -87.8304531999999938 42.6001783999999972, -87.8319544999999948 42.6001783999999972, -87.8337970000000041 42.6001783999999972, -87.8351618100000024 42.6001783999999972, -87.8367994999999979 42.6001783999999972))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 171 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084655-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112027875
title: Cuneiform Tablet 1913.14.1510, Spurlock 1913.14.1510

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1510; CDLI P421362 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (10YR 8.5/2) Brownish Pink (5YR 7.5/2) ❧ [Physical Object Note:] 5.9 x 4.3 x 2.1 cm (46g)
DOI: 10.15468/dl.td3xhn
title: Occurrence Download

description: A dataset containing 7957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1970-2000",
 "HasCoordinate is true",
 "TaxonKey is Cicer arietinum L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7957 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017947-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8rnqh
title: Occurrence Download

description: A dataset containing 354834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Kenya",
 "Year 2000-2020"
 ]
}

 The dataset includes 354834 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122068-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21985/n2-fs93-1z34
title: S24: APOC.config file
DOI: 10.15468/dl.vxkpkg
title: Occurrence Download

description: A dataset containing 5471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tripterygion delaisi Cadenat & Blache, 1970",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen, Material sample)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 5471 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004977-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive155181.20241212.9.2
title: Corynebacterium afermentans

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155181.20251217.10
title: Corynebacterium afermentans

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155182.20241212.9.2
title: Pantoea agglomerans

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155182.20251217.10
title: Pantoea agglomerans

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155183.20230509.8.1
title: Bordetella flabilis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155183.20251217.10
title: Bordetella flabilis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.3535/2s7-he5-8bg
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cxk-h01-x3t
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13145/bacdive155184.20241212.9.2
title: Corynebacterium tuberculostearicum

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155184.20251217.10
title: Corynebacterium tuberculostearicum

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.9fp5f8
title: Occurrence Download

description: A dataset containing 347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Grindelia chiloensis"
 ]
}

 The dataset includes 347 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078792-251120083545085/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.30946241
title: Mass Spectrometry Analysis of GATA4-containing Protein Complex

description: Immunopuriﬁcation and Mass Spectrometry's used to identify proteins interact with GATA4.
DOI: 10.6084/m9.figshare.30946241.v1
title: Mass Spectrometry Analysis of GATA4-containing Protein Complex

description: Immunopuriﬁcation and Mass Spectrometry's used to identify proteins interact with GATA4.
DOI: 10.13145/bacdive155185.20241212.9.2
title: Burkholderia gladioli

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155185.20251217.10
title: Burkholderia gladioli

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155186.20241212.9.2
title: Acinetobacter sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155186.20251217.10
title: Acinetobacter sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155187.20241212.9.2
title: Staphylococcus nepalensis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155187.20251217.10
title: Staphylococcus nepalensis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155188.20241212.9.2
title: Streptococcus mitis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155188.20251217.10
title: Streptococcus mitis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155189.20241212.9.2
title: Chryseobacterium sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155189.20251217.10
title: Chryseobacterium sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155190.20241212.9.2
title: Enterococcus faecium

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155190.20251217.10
title: Enterococcus faecium

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.3535/1kf-l2t-lvv
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rhn-y4k-zdt
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.13145/bacdive155191.20241212.9.2
title: Actinomyces graevenitzii

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155191.20251217.10
title: Actinomyces graevenitzii

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155192.20241212.9.2
title: Haemophilus intermedius subsp. gazogenes

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155192.20251217.10
title: Haemophilus intermedius subsp. gazogenes

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155193.20241212.9.2
title: Prevotella bivia

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155193.20251217.10
title: Prevotella bivia

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155194.20241212.9.2
title: Escherichia coli

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155194.20251217.10
title: Escherichia coli

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155195.20241212.9.2
title: Escherichia coli

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive155195.20251217.10
title: Escherichia coli

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.