cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.x3kjs9
title: Occurrence Download

description: A dataset containing 1086 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Berberis L."
 ]
}

 The dataset includes 1086 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066969-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hl53fn
title: Occurrence Download

description: A dataset containing 270379 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyatheales"
 ]
}

 The dataset includes 270379 records from 564 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002595-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xmtyr
title: Occurrence Download

description: A dataset containing 3160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Oreotrochilus estella",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 3160 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078113-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vvrh3
title: Occurrence Download

description: A dataset containing 873 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helarctos Horsfield, 1825"
 ]
}

 The dataset includes 873 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008878-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kwray
title: Occurrence Download

description: A dataset containing 2180 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campomanesia adamantium (Cambess.) O.Berg"
 ]
}

 The dataset includes 2180 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002595-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdw683
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Données de l'Observatoire de Cétacés de la Martinique (OCETAM) - Observations cétacés Martinique 2013/2014"
 ]
}

 The dataset includes 53 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003366-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62vb6j
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-123.65735 48.64853,-123.66498 48.64848,-123.66447 48.63736,-123.65374 48.63759,-123.65402 48.64242,-123.65715 48.64452,-123.65595 48.64458,-123.65638 48.64855,-123.65735 48.64853))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 37 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222443-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o19bba
title: Occurrence Download

description: A dataset listing the 2001 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Hydrophis platurus (Linnaeus, 1766)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 2001 records were derived from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007979-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5bx8z
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erodium pelargoniiflorum Boiss. & Heldr."
 ]
}

 The dataset includes 28 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046766-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3f8gm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tragopogon heteropappus C.H.An"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129310-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdeuh2
title: Occurrence Download

description: A dataset containing 24552989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "GadmGid is COL"
 ]
}

 The dataset includes 24552989 records from 3344 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129088-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9z7ch8
title: Occurrence Download

description: A dataset containing 4236 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Idesia Maxim."
 ]
}

 The dataset includes 4236 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022767-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99xwmv
title: Occurrence Download

description: A dataset listing the 4061861 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 4061861 records were derived from 72409 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022762-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5a246b
title: Occurrence Download

description: A dataset containing 1533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "Elevation 0.0-9999.0m",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nasua narica (Linnaeus, 1766)"
 ]
}

 The dataset includes 1533 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011026-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hu9v78
title: Occurrence Download

description: A dataset containing 950363 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Livistona chinensis (Jacq.) R.Br. ex Mart., Lolium multiflorum Lam., Lolium perenne L.)"
 ]
}

 The dataset includes 950363 records from 3803 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011014-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zufqn
title: Occurrence Download

description: A dataset containing 1677 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Belgica 121 expedition to the Western Antarctic Peninsula: a high resolution biodiversity census"
 ]
}

 The dataset includes 1677 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0337238-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7wxkv
title: Occurrence Download

description: A dataset containing 1054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Aves de la cuenca alta y media del río Bita, (Vichada) Colombia"
 ]
}

 The dataset includes 1054 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042789-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adkrmd
title: Occurrence Download

description: A dataset containing 1479 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratitis capitata (Wiedemann, 1824)"
 ]
}

 The dataset includes 1479 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003517-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqb5mq
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symposiachrus vidua (Tristram, 1879)"
 ]
}

 The dataset includes 130 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0384349-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tbpcw
title: Occurrence Download

description: A dataset containing 459 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepisiota frauenfeldi (Mayr, 1855)"
 ]
}

 The dataset includes 459 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056738-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0lmgtq
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prochlorococcus Chisholm et al., 2001",
 "HasCoordinate is true",
 "Depth is 0m"
 ]
}

 The dataset includes 195 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003517-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvg5um
title: Occurrence Download

description: A dataset containing 605433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulmus L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 605433 records from 2299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049685-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xfajv
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 69.085278",
 "DecimalLatitude is less than or equal to 74.085278",
 "DecimalLongitude is greater than or equal to -35.0",
 "DecimalLongitude is less than or equal to -30.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016237-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yng5wp
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus glamyrus"
 ]
}

 The dataset includes 52 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016236-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8kjxs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora caryae",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016238-251120083545085/datasets/export for details.
DOI: 10.15468/dl.zyy4h4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Telosentis exiguus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016240-251120083545085/datasets/export for details.
DOI: 10.34740/kaggle/dsv/13924775
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.gq2dn5
title: Occurrence Download

description: A dataset containing 4276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Desmodus rotundus",
 "Year 2000-2025"
 ]
}

 The dataset includes 4276 records from 286 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016239-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mnfb33
title: Occurrence Download

description: A dataset containing 279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 79.085278",
 "DecimalLatitude is less than or equal to 83.639083",
 "DecimalLongitude is greater than or equal to -35.0",
 "DecimalLongitude is less than or equal to -30.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 279 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016244-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4tbfd
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora castaneae",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016243-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g56735
title: Occurrence Download

description: A dataset containing 3465 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Exocarpos sparteus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3465 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016241-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjweqa
title: Occurrence Download

description: A dataset containing 11840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Geometry POLYGON((101.27240 -39.37897,179.05415 -39.37897,179.05415 -8.26627,101.27240 -8.26627,101.27240 -39.37897))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dasyurus hallucatus",
 "Year 1950-2025"
 ]
}

 The dataset includes 11840 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016242-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgase8
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus glanduliferoides"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016245-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8fmfy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Telosentis molini",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016246-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezawaf
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora castanetorum",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016247-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2nq4t
title: Occurrence Download

description: A dataset containing 2760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 14.085278",
 "DecimalLatitude is less than or equal to 19.085278",
 "DecimalLongitude is greater than or equal to -30.0",
 "DecimalLongitude is less than or equal to -25.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 2760 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016248-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kk5ucg
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus parabates"
 ]
}

 The dataset includes 114 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016250-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17757097
title: Bosnian Corpus (v1.0): Cleaned Web and SMS Text for Entropy and NLP Research

description: This record provides a cleaned and genre-annotated corpus of contemporary Bosnian, designed for quantitative analysis of language entropy, "language energy" and modern NLP tasks.

The corpus is built from three publicly available resources released in the CLARIN.SI repository:(1) The Sarajevo Corpus of SMS Messages in Bosnian 1.1,(2) Bosnian web corpus bsWaC 1.1, and(3) Bosnian web corpus CLASSLA-web.bs 1.0.All sources were converted to plain text, cleaned, normalised, partially deduplicated, and merged into a single consistent dataset.

The final corpus contains approximately 6.18 GB of text (≈ 6,182,905,888 bytes), 46,258,935 lines and 942,515,845 tokens.The web portion is organised into several “super-genres” (News, Opinion, Forum/Chat, Info/HowTo, Legal/Admin, Literature, Ads/Promo, Mix/Other).For each super-genre a separate text file is provided, together with one global file that concatenates all genres for entropy estimation and language-model training.

Cleaning focuses on removing technical noise that would bias frequency distributions and entropy estimates, while preserving the linguistic signal:– Unicode normalisation (UTF-8, NFC),– correction of common mojibake artefacts,– removal of URLs, e-mail addresses, file names, boilerplate and CMS/navigation lines,– filtering of lines with a high proportion of non-letter characters,– optional digit normalisation and lowercasing,– language filtering to keep primarily Bosnian text.

Files in this record:– bosnian_corpus_all.txt (full corpus, all genres),– per-genre text files (news, forum, opinion, info/howto, legal/admin, literature, ads/promo, mix/other),– README.txt with dataset description,– two accompanying research papers (Bosnian and English), uploaded separately as PDF files.

Code availability:Preprocessing, cleaning and entropy-calculation scripts are publicly available on GitHub:https://github.com/H4sK0/bosnian-corpus-pipeline

Licence:This corpus is released under the Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) licence.Users must credit this Zenodo record and the original source corpora (Sarajevo SMS 1.1, bsWaC 1.1, CLASSLA-web.bs 1.0), and must distribute derivative corpora under the same or a compatible licence.

Suggested citation:Hasan Kahrimanović (2025). Bosnian Corpus (v1.0): Cleaned Web and SMS Text for Entropy and NLP Research. Zenodo. DOI: [assigned by Zenodo].