cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17757098
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].
DOI: 10.15468/dl.rxxu65
title: Occurrence Download

description: A dataset containing 1730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Liljeborgia pallida",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1730 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016251-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3qan4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora cathayensis",
 "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/0016252-251120083545085/datasets/export for details.
DOI: 10.15468/dl.cpe3ec
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus rubrimaculatus"
 ]
}

 The dataset includes 268 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016255-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8ur9y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora chesapeakensis",
 "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/0016258-251120083545085/datasets/export for details.
DOI: 10.15468/dl.xdd9e5
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gaetanus kruppii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 135 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016256-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgw28g
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Peromyscus slevini",
 "Year 1000-2025"
 ]
}

 The dataset includes 116 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016257-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dk9sc
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus rufifemoralis"
 ]
}

 The dataset includes 28 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016259-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbd6ju
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora chlamydospora",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 97 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016260-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5246pd
title: Occurrence Download

description: A dataset containing 962 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Axius stirynchus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 962 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016261-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twk2mc
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus semipalmatus"
 ]
}

 The dataset includes 80 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016262-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkr6aa
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudione confusa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016263-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qnpr2
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus thorectes"
 ]
}

 The dataset includes 60 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016264-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.439cnc
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aega bicarinata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016265-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpxnf8
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora chrysanthemi",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016266-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcu8vu
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus turquinensis"
 ]
}

 The dataset includes 39 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016268-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17765237
title: La prostitución en Caracas entre 1893-1936 (Labor del gremio médico venezolano en el tratamiento y control de las enfermedades asociadas a esta práctica social)
DOI: 10.5281/zenodo.17765236
title: La prostitución en Caracas entre 1893-1936 (Labor del gremio médico venezolano en el tratamiento y control de las enfermedades asociadas a esta práctica social)
DOI: 10.15468/dl.8pgqgz
title: Occurrence Download

description: A dataset containing 26624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (MEX, MEX.7_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Lithobates"
 ]
}

 The dataset includes 26624 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016267-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8f7x46
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016269-251120083545085/datasets/export for details.
DOI: 10.15468/dl.a9vgmq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora cichorii",
 "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/0016270-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17765251
title: Save the Bees: Long-Term Agricultural & Pollinator Dynamics Dataset

description: This dataset compiles multi-decadal information (1992–2020) on agricultural production, climate indicators, pesticide usage, and honey-bee colony dynamics across the United States.It was developed as part of an internal pilot study on long-term pollinator decline and its relationship with intensive agricultural practices.

The dataset integrates four major components:

1. Honey Bee Colony Statistics

Annual and quarterly estimates of colony counts, colony losses, renovation rates, and presence of stressors (varroa mites, diseases, parasites, pesticides exposure).Data were harmonized from multiple regional survey programs and digitized archival reports.

2. Agricultural Production

Crop yield data (hg/ha), fertilizer and pesticide usage metrics, cultivated area, and associated agronomic variables.These were aggregated from state-level agricultural monitoring programs and standardized to ensure comparability over time.

3. Climate and Environmental Indicators

Annual averages of temperature, precipitation, and extreme-weather incidence based on state-level agro-meteorological stations.

4. Derived Indicators

Several calculated fields are included to support modeling and forecasting tasks, such as:



colony loss ratios

pesticide-intensity indexes

yield-per-unit-input

multi-year moving averages

stressor-interaction indicators


Intended Use

This dataset is suitable for:



regression modeling

time-series forecasting

simulation studies

environmental impact assessment

teaching and academic exercises


The dataset does not contain sensitive information and was compiled solely for research and educational purposes.




Funding



Pollinator Resilience Seed Grant 2023 – North American Agroecology Foundation Environmental Data Innovation Grant #EDIG-2217
DOI: 10.15468/dl.cud3ns
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus unicolor"
 ]
}

 The dataset includes 31 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016271-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60574/102656
title: Dataset: Particle pinning as a method to manipulate marginal stability

description: The data used in Shiraishi K., Hara Y.. Particle pinning as a method to manipulate marginal stability. Soft Matter 21, 8824-8834 (2025); https://doi.org/10.1039/D5SM00898K.
DOI: 10.5281/zenodo.17765279
title: Research Protocol
DOI: 10.15468/dl.rj5vpp
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (MEX, MEX.7_1)",
 "Geometry POLYGON((-102.2733 27.00017,-101.99058 27.00017,-101.99058 27.13523,-102.2733 27.13523,-102.2733 27.00017))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Lithobates"
 ]
}

 The dataset includes 94 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016272-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qf8ee8
title: Occurrence Download

description: A dataset containing 1467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora cinnamomi",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 1467 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016273-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhaufx
title: Occurrence Download

description: A dataset containing 93629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence)",
 "Continent is one of (Africa, North America, South America, Europe, Asia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84)",
 "TaxonKey is Amanita muscaria"
 ]
}

 The dataset includes 93629 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016229-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17765282
title: Research Protocol
DOI: 10.15468/dl.3fmmax
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus ventrilineatus"
 ]
}

 The dataset includes 90 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016275-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4c5q29
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016274-251120083545085/datasets/export for details.
DOI: 10.15468/dl.3ka32v
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora citricola",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 28 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016276-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwnct2
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/0016277-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ug5vqe
title: Occurrence Download

description: A dataset containing 411 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Engystomops coloradorum"
 ]
}

 The dataset includes 411 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016278-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdk7s3
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016279-251120083545085/datasets/export for details.
DOI: 10.15468/dl.65wwgg
title: Occurrence Download

description: A dataset containing 59320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fagopyrum esculentum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59320 records from 631 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016249-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gasb7t
title: Occurrence Download

description: A dataset containing 5869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Pyrus spinosa Forssk."
 ]
}

 The dataset includes 5869 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075795-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jce9m8
title: Occurrence Download

description: A dataset containing 31632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oceanodroma furcata (Gmelin, 1789)"
 ]
}

 The dataset includes 31632 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0336226-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzy99a
title: Occurrence Download

description: A dataset containing 191754 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Clangula hyemalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 191754 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075861-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pthjbd
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astyanax jordani (Hubbs & Innes, 1936)"
 ]
}

 The dataset includes 141 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0336235-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3umpcu
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Cucurbita maxima Duchesne"
 ]
}

 The dataset includes 139 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075826-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfg3q8
title: Occurrence Download

description: A dataset containing 1119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galea musteloides Meyen, 1833"
 ]
}

 The dataset includes 1119 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0345601-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ftfntt
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus hypogaeus Ledeb."
 ]
}

 The dataset includes 78 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075814-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.