cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15766757
title: Turkronicles: Diachronic Resources for the Fast Evolving Turkish Language

description: Turkronicles

This repository presents a compilation of the publications of the Official Gazette of Türkiye (Resmi Gazete) and the records of the Grand National Assembly of Türkiye, from 1921 to 2024. Researchers can trace linguistic variation, semantic change, and stylistic trends from 1921 to 2024 in Turkish using the following resources:

- Static embeddings- Contextual embeddings- N‑gram frequency lists- Raw text corpora

Each resource is stored in a dedicated top‑level directory:

/static_embeddings   /contextual_embeddings/ngrams              /corpus              

STATIC EMBEDDINGS 

The available static embeddings are as follows:-CBOW-PPMI -SVD  

Note: PPMI and SVD embeddings are stored as NumPy matrices whose rows correspond to word indices. Use the files under /static_embeddings/Vocabulary to map indices back to surface forms. In addition, CBOW embeddings are gensim Word2Vec models.

CONTEXTUAL EMBEDDINGS

Each decade checkpoint under /contextual_embeddings is a Hugging Face DistilBERT model fine‑tuned on that decade’s corpus.

N‑GRAM FREQUENCY LISTS

n-grams (1-,2-,3-,4-, and 5-gram) are provided for each decade. Each row in the files ending with .ngram is in the following format:<n‑gram> <frequency_count>

CORPUS

The /corpus/diachronic_mix directory contains decade-separated text files in UTF-8 encoding. The /corpus/sentences_fixed folder holds post-OCR-corrected, sentence-segmented files, with one sentence per line. Note that those who want to use the post-OCR-corrected text data should give extra attention, as the OCR correction method employed in this study imposes certain limitations (see the Limitations section for details).

FILE METADATA

The file metadata are stored in the /db_meta directory. OGT.csv holds metadata for the Official Gazette of Türkiye, and RGNAT.csv holds metadata for the parliamentary records. With these metadata files, you can easily distinguish between the two text types.

If you use any part of this repository in academic work, please cite:

@misc{yazar2024turkroniclesdiachronicresourcesfast,      title={Turkronicles: Diachronic Resources for the Fast Evolving Turkish Language},       author={Togay Yazar and Mucahid Kutlu and İsa Kerem Bayırlı},      year={2024},      eprint={2405.10133},      archivePrefix={arXiv},      primaryClass={cs.CL},      url={https://arxiv.org/abs/2405.10133}, }
DOI: 10.15468/dl.3rpybk
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Africa",
 "Country is Namibia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pachydactylus otaviensis"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017878-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpz8v4
title: Occurrence Download

description: A dataset containing 1469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nuxia congesta",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 1469 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017877-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8yp95
title: Occurrence Download

description: A dataset containing 602 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mastacembelus congicus"
 ]
}

 The dataset includes 602 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017879-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzuw5n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bromus racemosus pratensis, Bromus racemosus pratorum, Bromus racemosus ramosus, Bromus racemosus simplex, Bromus racemosus submuticus, Bromus racemosus subpaniculatus, Bromus racemosus subsecalinus, Bromus racemosus tenuis, Bromus simplex, Bromus squarrosus racemosus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017882-250711103210423/datasets/export for details.
DOI: 10.15468/dl.sxu54f
title: Occurrence Download

description: A dataset containing 7002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Pitohui kirhocephalus jobiensis, Pitohui kirhocephalus carolinae, Pitohui kirhocephalus adiensis, Pitohui kirhocephalus stramineipectus, Pitohui kirhocephalus decipiens, Pitohui kirhocephalus brunneivertex, Pitohui kirhocephalus rubiensis, Pitohui kirhocephalus dohertyi, Pitohui kirhocephalus kirhocephalus, Pitohui kirhocephalus tibialis, Pitohui kirhocephalus cerviniventris, Pitohui kirhocephalus pallidus, Pitohui kirhocephalus uropygialis, Oriolus crassirostris, Oriolus chlorocephalus speculifer, Oriolus chlorocephalus chlorocephalus, Oriolus chlorocephalus amani, Oriolus percivali, Oriolus monacha monacha, Oriolus monacha meneliki, Oriolus brachyrynchus laetior, Oriolus brachyrynchus brachyrynchus)"
 ]
}

 The dataset includes 7002 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017880-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fw5sc
title: Occurrence Download

description: A dataset containing 12604 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chorispora tenella"
 ]
}

 The dataset includes 12604 records from 345 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017881-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12477812
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.mf66k7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orconectes limosus",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017885-250711103210423/datasets/export for details.
DOI: 10.15468/dl.9ek76a
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Grevillea robusta",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 173 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017884-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jruyv
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orconectes limosus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017888-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59vktx
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orconectes limosus",
 "Country is Switzerland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017886-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3ypxz
title: Occurrence Download

description: A dataset containing 5160764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Year 2011-2025"
 ]
}

 The dataset includes 5160764 records from 3038 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017768-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2543j
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oncidium tipuloides Rchb.f."
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052158-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nye4pp
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Cursorius cursor (Latham, 1787)",
 "Year 1990-2022"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285117-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.db9bjs
title: Occurrence Download

description: A dataset containing 47650 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phyllastrephus terrestris Swainson, 1837)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 47650 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295600-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxes5r
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Achillea occulta Constantin. & Kalpoutz."
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296828-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hhtnw
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oncidium nigratum Lindl. & Paxton"
 ]
}

 The dataset includes 25 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052140-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsz7vt
title: Occurrence Download

description: A dataset containing 438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Eremomela flavicrissalis Sharpe, 1895)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 438 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296818-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p13psz43
title: Results of elemental analyses of desert tortoise (Gopherus agassizii) burrow spoil and undisturbed surficial soils in California, 2023

description: Bighorn sheep (Ovis canadensis) were frequently photographed by wildlife cameras when they visited desert tortoise (Gopherus agassizii) burrows in the eastern San Bernardino Mountains near Palm Springs, California, USA (Mesa Windfarm). A previous study suggested that sheep may have been utilizing the excavated spoil material from burrows as a mineral lick. We aimed to test this possibility by collecting soil samples from the tortoise burrow spoil piles and undisturbed surface soil less than a meter away at two different desert tortoise study sites with bighorn sheep, the second site (Deep Canyon) in the Santa Rosa Mountains near Palm Desert, California. Both study sites are located in the Sonoran Desert ecosystem of Riverside County, CA. Concentrations of major cations (sodium, magnesium, aluminum, potassium, calcium, iron, and strontium) and other elements (beryllium, vanadium, chromium, manganese, cobalt, nickel, copper, zinc, arsenic, selenium, molybdenum, silver, cadmium, tin, antimony, barium, thallium, lead, bismuth, thorium, uranium) were quantified in the soil samples using inductively coupled plasma-mass spectrometry following microwave-assisted digestion to solubilize the fraction of elements that could become biologically or environmentally available to bighorn sheep following geophagy.
DOI: 10.15468/dl.c58s7j
title: Occurrence Download

description: A dataset containing 329354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is one of (iNaturalist Research-grade Observations, The Albert J. Cook Arthropod Research Collection, PollardBase)",
 "Geometry POLYGON((-89.77915 40.98999,-81.27421 40.98999,-81.27421 47.6377,-89.77915 47.6377,-89.77915 40.98999))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 329354 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285123-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2a73c
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myzomela chermesina G.R.Gray, 1846)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295583-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vptqzd
title: Occurrence Download

description: A dataset containing 32264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Dendragapus fuliginosus",
 "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 32264 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069451-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zddy2
title: Occurrence Download

description: A dataset listing the 57 species recorded in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centrarchidae",
 "Country is United States of America",
 "StateProvince is North Carolina",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 57 records were derived from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285144-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9s9ut
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acalypha intermedia De Wild."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295603-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5wskf
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lasiopogon minutus (B.Nord.) Hilliard & B.L.Burtt"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004393-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vurfde
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oncidium orbatum Kraenzl."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052150-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tb9naf
title: Occurrence Download

description: A dataset containing 763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Corynorhinus townsendii (Cooper, 1837)",
 "Year 2013-2023"
 ]
}

 The dataset includes 763 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285193-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vjens
title: Occurrence Download

description: A dataset containing 5095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phyllastrephus strepitans (Reichenow, 1879))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5095 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295606-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mr6d5d
title: Occurrence Download

description: A dataset containing 2799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Engraulis encrasicolus (Linnaeus, 1758)"
 ]
}

 The dataset includes 2799 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296821-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g87d77
title: Occurrence Download

description: A dataset containing 39486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Dendrocincla fuliginosa",
 "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 39486 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069453-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpjv26
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cichlidae",
 "Country is United States of America",
 "StateProvince is North Carolina",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 7 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285166-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7sp8n
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acalypha hypogaea S.Watson"
 ]
}

 The dataset includes 100 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295584-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcnfxs
title: Occurrence Download

description: A dataset containing 2734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Eremomela gregalis (A.Smith, 1829))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2734 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296823-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11507318
title: Identification of Environmental Determinants Involved in the Distribution of Burkholderia pseudomallei in Southeast Asia using MaxEnt software
DOI: 10.5281/zenodo.11507319
title: Identification of Environmental Determinants Involved in the Distribution of Burkholderia pseudomallei in Southeast Asia using MaxEnt software
DOI: 10.15468/dl.3edfu3
title: Occurrence Download

description: A dataset containing 17652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Dendrocincla anabatina",
 "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 17652 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069454-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.