cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4naccx
title: Occurrence Download

description: A dataset containing 3666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -55.914722",
 "DecimalLatitude is less than or equal to -50.914722",
 "DecimalLongitude is greater than or equal to -60.0",
 "DecimalLongitude is less than or equal to -55.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 3666 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015167-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtj2uv
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptomeliola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015168-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yr2zdv
title: Occurrence Download

description: A dataset containing 574 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa helmrichi"
 ]
}

 The dataset includes 574 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015169-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15678816
title: YTCommentVerse: A Multi-Category Multi-Lingual YouTube Comment Corpus

description: Introduction

We introduce YTCommentVerse, a large-scale multilingual and multi-category dataset of YouTube comments. It contains over 32 million comments from 178,000 videos contributed by more than 20 million unique users spanning 15 distinct YouTube content categories such as Music, News, Education and Entertainment. Each comment in the dataset includes video and comment IDs, user channel details, upvotes and category labels. With comments in over 50 languages,YTCommentVerse provides a rich resource for exploring sentiment, toxicity and engagement patterns across diverse cultural and topical contexts. This dataset helps fill a major gap in publicly available social media datasets particularly for analyzing video sharing platforms by combining multiple languages, detailed categories and other metadata.

Data Description

Each entry in the dataset is related to one comment for a specific YouTube video in the related category with the following columns: videoID, commentID, commenterName, commenterChannelID, comment, votes, originalChannelID, category. Each field is explained below:



videoID: represents the video ID in YouTube.
commentID: represents the comment ID.
commenterName: represents the name of the commenter.
commenterChannelID: represents the ID of the commenter.
comment: represents the comment text.
votes: represents the upvotes received by that comment.
originalChannelID: represents the original channel ID who posted the video.
category: represents the category of the YouTube video.



Data Anonymization

The data is anonymized by removing all Personally Identifiable Information (PII). 

Data sample



{
"videoID": "ab9fe84e2b2406efba4c23385ef9312a",
"commentID": "488b24557cf81ed56e75bab6cbf76fa9",
"commenterName": "b654822a96eae771cbac945e49e43cbd",
"commenterChannelID": "2f1364f249626b3ca514966e3ef3aead",
"comment": "ich fand den Handelwecker am besten",
"votes": 2,
"originalChannelID": "oc_2f1364f249626b3ca514966e3ef3aead",
"category": "entertainment"
}



Multilingual data

| Language | Text |

|--------------|---------------------------------------------------|

| English | You girls are so awesome!! |

| Russian | Точно так же Я стрелец |

| Hindi | आज भी भाई कʏ आवाज में वही पुरानी बात है.... |

| Chinese | 無論如何,你已經是台灣YT訂閱數之首 |

| Bengali | খুিন হািসনােক ভারেতর àধানমন্... |

| Spanish | jajajaj esto tiene que ser una brom |

| Portuguese | nossa senhora!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!... |

| Malayalam | നമസ്കാരം |

| Telegu | నమసాక్రం |

| Japanese | こんにちは |

BibTex

```bibtex@inproceedings{dutta2025ytcommentverse,  title={YTCommentVerse: A Multi-Category Multi-Lingual YouTube Comment Corpus},  author={Dutta, Hridoy Sankar and Khan, Biswadeep},  booktitle={Proceedings of the 34th ACM International Conference on Information and Knowledge Management},  pages={6351--6355},  year={2025}}
DOI: 10.5281/zenodo.15678815
title: YTCommentVerse: A Multi-Category Multi-Lingual YouTube Comment Corpus

description: Introduction

We introduce YTCommentVerse, a large-scale multilingual and multi-category dataset of YouTube comments. It contains over 32 million comments from 178,000 videos contributed by more than 20 million unique users spanning 15 distinct YouTube content categories such as Music, News, Education and Entertainment. Each comment in the dataset includes video and comment IDs, user channel details, upvotes and category labels. With comments in over 50 languages,YTCommentVerse provides a rich resource for exploring sentiment, toxicity and engagement patterns across diverse cultural and topical contexts. This dataset helps fill a major gap in publicly available social media datasets particularly for analyzing video sharing platforms by combining multiple languages, detailed categories and other metadata.

Data Description

Each entry in the dataset is related to one comment for a specific YouTube video in the related category with the following columns: videoID, commentID, commenterName, commenterChannelID, comment, votes, originalChannelID, category. Each field is explained below:



videoID: represents the video ID in YouTube.
commentID: represents the comment ID.
commenterName: represents the name of the commenter.
commenterChannelID: represents the ID of the commenter.
comment: represents the comment text.
votes: represents the upvotes received by that comment.
originalChannelID: represents the original channel ID who posted the video.
category: represents the category of the YouTube video.



Data Anonymization

The data is anonymized by removing all Personally Identifiable Information (PII). 

Data sample



{
"videoID": "ab9fe84e2b2406efba4c23385ef9312a",
"commentID": "488b24557cf81ed56e75bab6cbf76fa9",
"commenterName": "b654822a96eae771cbac945e49e43cbd",
"commenterChannelID": "2f1364f249626b3ca514966e3ef3aead",
"comment": "ich fand den Handelwecker am besten",
"votes": 2,
"originalChannelID": "oc_2f1364f249626b3ca514966e3ef3aead",
"category": "entertainment"
}



Multilingual data

| Language | Text |

|--------------|---------------------------------------------------|

| English | You girls are so awesome!! |

| Russian | Точно так же Я стрелец |

| Hindi | आज भी भाई कʏ आवाज में वही पुरानी बात है.... |

| Chinese | 無論如何,你已經是台灣YT訂閱數之首 |

| Bengali | খুিন হািসনােক ভারেতর àধানমন্... |

| Spanish | jajajaj esto tiene que ser una brom |

| Portuguese | nossa senhora!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!... |

| Malayalam | നമസ്കാരം |

| Telegu | నమసాక్రం |

| Japanese | こんにちは |

BibTex

```bibtex@inproceedings{dutta2025ytcommentverse,  title={YTCommentVerse: A Multi-Category Multi-Lingual YouTube Comment Corpus},  author={Dutta, Hridoy Sankar and Khan, Biswadeep},  booktitle={Proceedings of the 34th ACM International Conference on Information and Knowledge Management},  pages={6351--6355},  year={2025}}
DOI: 10.15468/dl.kpk5xr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophioparodia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015171-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25c7ke
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa hiemalis"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015172-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mumkm9
title: Occurrence Download

description: A dataset containing 1526 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Broussonetia kaempferi"
 ]
}

 The dataset includes 1526 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015173-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ef9amf
title: Occurrence Download

description: A dataset containing 175030945 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen, Occurrence evidence)",
 "Continent is Asia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 175030945 records from 4593 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015135-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32nbh3
title: Occurrence Download

description: A dataset containing 2734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ashmeadiella meliloti (Cockerell, 1897)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2734 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001997-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qp85kk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dianthus lenkoranicus Char."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172121-230224095556074/datasets/export for details.
DOI: 10.15468/dl.ggwks0
title: Occurrence Download

description: A dataset containing 539 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Columba junoniae Hartert, 1916"
 ]
}

 The dataset includes 539 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010313-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.htb76w
title: Occurrence Download

description: A dataset containing 1994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Philadelphus coronarius L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1994 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001997-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpktxw
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dianthus leucophoeniceus Dörfl. & Hayek"
 ]
}

 The dataset includes 12 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172126-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2wqf8d
title: Occurrence Download

description: A dataset containing 24716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "TaxonKey is Natator McCulloch, 1908",
 "TaxonKey is Lepidochelys Fitzinger, 1843",
 "TaxonKey is Cheloniidae",
 "TaxonKey is Dermatemys mawii Gray, 1847",
 "TaxonKey is Dermochelys coriacea (Vandelli, 1761)",
 "TaxonKey is Graptemys Agassiz, 1857",
 "TaxonKey is Terrapene Merrem, 1820",
 "TaxonKey is Emys Duméril, 1806",
 "TaxonKey is Siebenrockiella Lindholm, 1929",
 "TaxonKey is Morenia Gray, 1870"
 ]
 }
 ]
}

 The dataset includes 24716 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248166-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtdis9
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haliotis rufescens Swainson, 1822"
 ]
}

 The dataset includes 300 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001997-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9wewe
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dianthus martuniensis M.L.Kuzmina"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172138-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxqar3
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Socarnoides eugenovi Gurjanova, 1934"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132634-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/tjntqk
title: Replication Data for: The Heller Effect: How Expanding the Second Amendment Increased Handgun Purchasing

description: Replication materials for the pre-print working paper, 'The Heller Effect: How Expanding the Second Amendment Increased Handgun Purchasing', available at https://www.jakappelman.com/_files/ugd/97737c_be0dff3e8f86489691af3dcd06df11e2.pdf
DOI: 10.15468/dl.xui61s
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Claravis godefrida (Temminck, 1811)"
 ]
}

 The dataset includes 35 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001997-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.626tcp
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puya herrerae Harms"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248195-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2x9ms
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dianthus ×lorberi Kubát & Abtová"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172132-230224095556074/datasets/export for details.
DOI: 10.15468/dl.fxpocu
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microdesmus affinis Meek & Hildebrand, 1928"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001997-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxfn8r
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dianthus ×melandrioides Pau"
 ]
}

 The dataset includes 33 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172141-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgm8sf
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psacalium villosum Villaseñor, Hinojosa & Redonda-Mart."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185746-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7esyt
title: Occurrence Download

description: A dataset containing 7355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1000-2019",
 "HasCoordinate is true",
 "TaxonKey is Ambystoma maculatum (Shaw, 1802)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7355 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026945-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wghbhj
title: Occurrence Download

description: A dataset containing 25957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus halepensis Mill.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 25957 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001997-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utfcs3
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dianthus myrtinervius Griseb."
 ]
}

 The dataset includes 68 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172157-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kxzp8g
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phialanthus marianus Borhidi"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185745-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctotgh
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Pakistan",
 "DatasetKey is Vertebrate Zoology Division - Mammalogy, Yale Peabody Museum"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026967-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3y7vm
title: Occurrence Download

description: A dataset containing 2149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is GBR.1.16_1",
 "TaxonKey is Muntiacus reevesi (Ogilby, 1839)"
 ]
}

 The dataset includes 2149 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172146-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsxpzy
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracula radiosa (Rchb.f.) Luer"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001997-160430102343922/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cv4d77
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scyllaea pelagica Linnaeus, 1758"
 ]
}

 The dataset includes 226 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248220-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zjfbxq
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eustomias polyaster Parr, 1927",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001997-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7paprb
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dianthus nangarharicus Rech.fil."
 ]
}

 The dataset includes 11 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172159-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfzbzy
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Planktic foraminifera abundance of Hole 11-104"
 ]
}

 The dataset includes 151 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001997-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyaxtf
title: Occurrence Download

description: A dataset containing 6564 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antilocapra americana (Ord, 1815)"
 ]
}

 The dataset includes 6564 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248229-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqagca
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dianthus multiceps Costa ex Willk."
 ]
}

 The dataset includes 327 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172153-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.