cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.z8xp5t
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aves de la expedición en Monte y Pinal, Boyacá - Proyecto Boyacá BIO"
 ]
}

 The dataset includes 225 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037658-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112054003
title: Baal Myth Sixth Tablet

description: [Text Description:] Shapsh helps Anat recover Baal's corpse, Anat destroys Mot, Baal is restored and fights Mot ❧ [Text or Publication Number Note:] KTU 1.6; CTA 6; CAT 1.6; KTU2 1.6; CTU 1.6; RS 2.[009]; RS 5.155 ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 26.5 cm. X 19.5 cm., 2 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.25549/inscriptifact-ouc112054335
title: Baal Myth Sixth Tablet

description: [Text Description:] Shapsh helps Anat recover Baal's corpse, Anat destroys Mot, Baal is restored and fights Mot ❧ [Text or Publication Number Note:] KTU 1.6; CTA 6; CAT 1.6; KTU2 1.6; CTU 1.6; RS 2.[009]; RS 5.155 ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 26.5 cm. X 19.5 cm., 2 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.15468/dl.4bycsv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Negogaleus balfouri (Day, 1878)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0410495-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctkhnu
title: Occurrence Download

description: A dataset containing 13508 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Merluccius hubbsi Marini, 1933"
 ]
}

 The dataset includes 13508 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036859-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t68upc
title: Occurrence Download

description: A dataset containing 3903 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea japonica Thunb.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3903 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037659-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112053531
title: Baal Myth Fifth Tablet

description: [Text Description:] Baal enters underworld, his body is discovered, El and Anat mourn him ❧ [Text or Publication Number Note:] KTU 1.5; CTA 5; CAT 1.5; KTU2 1.5; CTU 1.5; RS 2.[022]; RS 3.[565] ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 14.5 cm. X 15.6 cm., 6 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.15468/dl.rc6k99
title: Occurrence Download

description: A dataset containing 3050 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Poecilium alni (Linnaeus, 1767)",
 "Year 1975-2023"
 ]
}

 The dataset includes 3050 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239170-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2t3p4g
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pulsarella fultoni (G.B.Sowerby Iii, 1888)"
 ]
}

 The dataset includes 33 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096673-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wde484
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Philocheras sabsechota (Kemp, 1911)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0410569-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvmazm
title: Occurrence Download

description: A dataset containing 865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea pentaphylla L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 865 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037661-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqky3p
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Achillea wilsoniana (Heimerl ex Hand.-Mazz.) Heimerl"
 ]
}

 The dataset includes 189 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239198-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112050132
title: P.Oxy.VI 971 Account regarding irrigation, P.Oxy.VI 971

description: [Text Description:] Account of expenditure on irrigation. ❧ [Text or Publication Number Note:] P.Oxy.VI 971, P.Oxy. 971, Spurlock 1914.21.0014 ❧ [Excavation Description:] Excavated by archaeologists, including Bernard Pyne Grenfell and Arthur Surridge Hunt, at an ancient rubbish dump near Oxyrhynchus in Egypt (28°32'N 30°40'E, modern el-Bahnasa). ❧ [Medium:] Papyrus ❧ [Script Note:] Greek ❧ [Physical Object Description:] Papyrus manuscript, 14.7 x 7 cm.
DOI: 10.15468/dl.qgqw53
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coelorinchus labiatus (Köhler, 1896)"
 ]
}

 The dataset includes 102 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010463-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5frt98
title: Occurrence Download

description: A dataset containing 7801 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vicia unijuga A.Braun"
 ]
}

 The dataset includes 7801 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239168-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eehkjw
title: Occurrence Download

description: A dataset containing 4379 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((11.08361 -0.42788,11.00978 -0.4515,10.933 -0.67003,10.99501 -0.90333,11.16039 -1.02146,11.32576 -1.03032,11.5059 -1.00374,11.65356 -0.84132,11.68014 -0.65822,11.53544 -0.38949,11.39369 -0.35996,11.08361 -0.42788))"
 ]
}

 The dataset includes 4379 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003054-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15866739
title: A Benchmark Dataset for Multilingual Tokenization Energy and Efficiency Across 23 Models and 325 Languages

description: This repository contains a benchmark dataset and processing scripts for analyzing the energy consumption and processing efficiency of 23 Hugging Face tokenizers applied to 8,212 standardized text chunks across 325 languages.

The dataset includes raw and normalized energy measurements, tokenization times, token counts, and rich structural metadata for each chunk, including script composition, entropy, compression ratios, and character-level features. All experiments were conducted in a controlled environment using PyRAPL on a Linux workstation, with baseline CPU consumption subtracted via linear interpolation.

The resulting data enables fine-grained comparison of tokenizers across linguistic and script diversity. It also supports downstream tasks such as energy-aware NLP, script-sensitive modeling, and benchmarking of future tokenization methods.

Accompanying R scripts are provided to reproduce data processing, regression models, and clustering analyses. Visualization outputs and cluster-level summaries are also included.

All contents are organized into clearly structured folders to support easy access, interpretability, and reuse by the research community.

 

01_processing_scripts/

R scripts to transform raw data, subtract baseline energy, and produce clean metrics.



multimodel_tokenization_energy.py⤷ Python script used to tokenize all chunks with 23 models while logging energy and time.



adapting_original_dataset.R⤷ Reads raw logs and metadata, computes net energy, and outputs cleaned files.




energy_patterns.R⤷ Performs clustering, regression, t-SNE, and generates all visualizations.



 

02_raw_data/

Raw output from the tokenization experiment and baseline profiler.





all_models_tokenization.csv⤷ Full log of 42M+ tokenization runs (23 models × 225 reps × 8,212 chunks).




baseline.csv⤷ Background CPU energy samples, one per 50 chunks. Used for normalization.



 

03_clean_data/

Cleaned, enriched, and reshaped datasets ready for analysis.





net_energy.csv⤷ Raw tokenization results after baseline energy subtraction (per run).




tokenization_long.csv⤷ One row per chunk × tokenizer, with medians + token counts.




tokenization_wide.csv⤷ Wide-format matrix: one row per chunk, one column per tokenizer × metric.




complete.csv⤷ Fully enriched dataset joining all metrics, metadata, and script distributions.




metadata.csv⤷ Structural features and script-based character stats per chunk.



 

04_cluster_outputs/

Outputs from clustering and dimensionality reduction over tokenizer energy profiles.





tokenizer_dendrogram.pdf⤷ Hierarchical clustering of 23 tokenizers based on energy profiles.




tokenizer_tsne.pdf⤷ t-SNE projection of tokenizers grouped by energy usage.




mean_energy_per_cluster.csv⤷ Mean energy consumption (mJ) per language × tokenizer cluster.




sd_energy_per_cluster.csv⤷ Standard deviation of energy consumption (mJ) per language × cluster.




grid.pdf⤷ Heatmap of script-wise energy deltas (relative to Latin) for all tokenizers.
DOI: 10.15468/dl.vb5n8n
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Paraguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055208-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xv97an
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Suriname",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055210-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfgw78
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055209-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9uc547
title: Occurrence Download

description: A dataset containing 1046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morus alba",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1046 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055211-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q42asj
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morus alba",
 "Country is Switzerland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 130 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055212-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsq4px
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salsola aphylla",
 "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 159 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055213-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9nz4q
title: Occurrence Download

description: A dataset containing 846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morus alba",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 846 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055214-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vburwg
title: Occurrence Download

description: A dataset containing 749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plagioscion squamosissimus",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 749 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055215-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9v4jre
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055218-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74xrjf
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055219-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkuyke
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum aviculare",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055217-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhdgxw
title: Occurrence Download

description: A dataset containing 16556 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trisopterus luscus"
 ]
}

 The dataset includes 16556 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055216-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3exmhe
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galenia sarcophylla",
 "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 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055220-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqsc7y
title: Occurrence Download

description: A dataset containing 15269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Poa sieberiana sieberiana"
 ]
}

 The dataset includes 15269 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055221-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zr39q
title: Occurrence Download

description: A dataset containing 258966 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Balaenoptera acutorostrata"
 ]
}

 The dataset includes 258966 records from 456 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055182-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpj3ux
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clarias gariepinus",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 66 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055222-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j64vqb
title: Occurrence Download

description: A dataset containing 1524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum diphyllum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1524 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055225-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsh5fj
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055223-250717081556266/datasets/export for details.
DOI: 10.15468/dl.9hze9d
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clarias gariepinus",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055224-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58g9f4
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dimorphotheca pinnata",
 "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 364 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055226-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16486488
title: Source data for figures of Leandrou et al submitted to NPJ Parkinson's Disease

description: N-type Ca2+ channels mediate the stimuli-dependent α-synuclein secretion in mouse striatum

Emmanouela Leandrou1,2, Ioanna Chalatsa1, Kostas Vekrellis2, Evangelia Emmanouilidou1,2*

1Department of Chemistry, School of Sciences, National and Kapodistrian University of Athens; Panepistimioupolis Zografou, Athens 15772, Greece

2Center for Basic Research, Biomedical Research Foundation of the Academy of Athens; Soranou Efesiou 4, Athens 11527, Greece

The secretion of α-synuclein from presynaptic terminals is controlled by neuronal activity through a calcium-dependent mechanism. To address the role of voltage gated calcium channels in this process, we used reverse brain microdialysis to monitor α-synuclein release in vivo in the presence of selective channel inhibitors. Our results revealed that the ω-conotoxin GVIA-sensitive N-type calcium channels are the major mediators of stimulated α-synuclein secretion in mouse striatum.