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

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055185-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7tx2m
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Niue",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055187-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4nrdd
title: Occurrence Download

description: A dataset containing 2216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Emberiza yessoensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2216 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055189-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6c5veg
title: Occurrence Download

description: A dataset containing 458 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morus alba",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 458 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055190-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86b5xc
title: Occurrence Download

description: A dataset containing 2879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morus alba",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2879 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055188-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sctrzm
title: Occurrence Download

description: A dataset containing 8854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Empidonax albigularis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 8854 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055191-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10888493
title: New items activated in the SLUB catalog in 2023

description: The data set is available as a gzip-compressed, line-delimited JSON file and contains the 21,137 documents with new items activated in the SLUB catalog in 2023 with the fields id (document identifier), rsn_id_str_mv (record serial number), de14_new_item_act_date (timestamp) and de14_new_item_act_date_mv (timestamps). The id consists of a source id and a record id according to the scheme {source_id}-{record_id} and enables the detailed view of a document to be retrieved using the following URL scheme: https://katalog.slub-dresden.de/id/{id}. Example: https://katalog.slub-dresden.de/id/0-185178604X. Since the documents in this data set originate exclusively from the Southwest German Library Network (SWB), the source id is always 0 and the record id corresponds to the Pica Production Number (PPN) of the K10plus. The value for the field rsn_id_str_mv is based on the RSN field of the corresponding title in the Libero Library Management System, it is additionally prefixed with DE-14, i.e. the ISIL identifier of the SLUB. The multi-valued string field is a dynamic field according to VuFind's Solr index schema. The RSN value also enables the detailed view of a document to be retrieved using the following URL scheme: https://katalog.slub-dresden.de/rsn/{rsn}. Example: https://katalog.slub-dresden.de/rsn/16992029. The values for the fields de14_new_item_act_date and de14_new_item_act_date_mv are based on the NewItemActDate field of the corresponding items in the Libero LMS. While the multi-valued field de14_new_item_act_date_mv contains all dates from the year 2023 that could be assigned to a document, only the most recent date is specified in the field de14_new_item_act_date. Both fields are dynamic fields according to VuFind's Solr index schema. Until January 2021, the date values were used to display a list of new acquisitions on the SLUB website.
DOI: 10.5281/zenodo.10888494
title: New items activated in the SLUB catalog in 2023

description: The data set is available as a gzip-compressed, line-delimited JSON file and contains the 21,137 documents with new items activated in the SLUB catalog in 2023 with the fields id (document identifier), rsn_id_str_mv (record serial number), de14_new_item_act_date (timestamp) and de14_new_item_act_date_mv (timestamps). The id consists of a source id and a record id according to the scheme {source_id}-{record_id} and enables the detailed view of a document to be retrieved using the following URL scheme: https://katalog.slub-dresden.de/id/{id}. Example: https://katalog.slub-dresden.de/id/0-185178604X. Since the documents in this data set originate exclusively from the Southwest German Library Network (SWB), the source id is always 0 and the record id corresponds to the Pica Production Number (PPN) of the K10plus. The value for the field rsn_id_str_mv is based on the RSN field of the corresponding title in the Libero Library Management System, it is additionally prefixed with DE-14, i.e. the ISIL identifier of the SLUB. The multi-valued string field is a dynamic field according to VuFind's Solr index schema. The RSN value also enables the detailed view of a document to be retrieved using the following URL scheme: https://katalog.slub-dresden.de/rsn/{rsn}. Example: https://katalog.slub-dresden.de/rsn/16992029. The values for the fields de14_new_item_act_date and de14_new_item_act_date_mv are based on the NewItemActDate field of the corresponding items in the Libero LMS. While the multi-valued field de14_new_item_act_date_mv contains all dates from the year 2023 that could be assigned to a document, only the most recent date is specified in the field de14_new_item_act_date. Both fields are dynamic fields according to VuFind's Solr index schema. Until January 2021, the date values were used to display a list of new acquisitions on the SLUB website.
DOI: 10.15468/dl.gcp7n4
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galenia africana",
 "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 274 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055192-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4jc7u
title: Occurrence Download

description: A dataset containing 52298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Emberiza spodocephala)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 52298 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055154-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrakcr
title: Occurrence Download

description: A dataset containing 621872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolichopodidae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 621872 records from 688 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055095-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjpejk
title: Occurrence Download

description: A dataset containing 3938 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trisopterus esmarkii"
 ]
}

 The dataset includes 3938 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055193-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yeukfn
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055194-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8r3gz2
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055196-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vea8fc
title: Occurrence Download

description: A dataset containing 2053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyoscyamus niger",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2053 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055195-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jr4sm7
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morus alba",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055199-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vv9w9j
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 211 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055197-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e209586v1-186543
title: Data and Code for: Consumer-Financed Fiscal Stimulus: Evidence from Digital Coupons in China

description: In 2020, local governments in China began issuing digital coupons to stimulate spending in targeted categories such as restaurants and supermarkets. Using data from a large e-commerce platform and a bunching estimation approach, we find that the coupons caused large increases in spending of 3.1--3.3 yuan per yuan spent by the government. The large spending responses do not come from substitution away from non-targeted spending categories or from short-run intertemporal substitution. To rationalize these results, we develop a dynamic consumption model showing how coupons' minimum spending thresholds create temporary notches that lead to large spending responses. <br><br>
description: Coupons in three Chinese cities<br>.
DOI: 10.15468/dl.cr9cac
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morus alba",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055201-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfc2cv
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drosanthemum framesii",
 "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 49 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055202-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5adtc9
title: Occurrence Download

description: A dataset containing 1332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zaprionus indianus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1332 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055206-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5y4hkk
title: Occurrence Download

description: A dataset containing 472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anomis argillacea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 472 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055205-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zm8kge
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Butis koilomatodon",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055207-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15866738
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.3ru7vg
title: Occurrence Download

description: A dataset containing 18171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratitis MacLeay, 1829"
 ]
}

 The dataset includes 18171 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011763-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.16alii
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001722-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jobj8t
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006350-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwrnbv
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lotus assakensis Coss. ex Brand"
 ]
}

 The dataset includes 59 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013680-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwuam5
title: Occurrence Download

description: A dataset containing 2388108 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Magnoliopsida",
 "TaxonKey is Liliopsida",
 "TaxonKey is Bryopsida",
 "TaxonKey is Mammalia",
 "TaxonKey is Aves",
 "TaxonKey is Amphibia",
 "TaxonKey is Reptilia",
 "TaxonKey is Insecta",
 "TaxonKey is Arachnida",
 "TaxonKey is Diplopoda",
 "TaxonKey is Malacostraca",
 "TaxonKey is Chilopoda"
 ]
 },
 {
 "or" : [
 "Country is Thailand",
 "Country is Malaysia"
 ]
 },
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 2388108 records from 523 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019387-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btfg6s
title: Occurrence Download

description: A dataset containing 3025 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lotus australis Andrews"
 ]
}

 The dataset includes 3025 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013681-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lqxmmz
title: Occurrence Download

description: A dataset containing 637612398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 637612398 records from 13714 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070864-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtuwcj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-120 -60,-90 -60,-90 -30,-120 -30,-120 -60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011896-251009101135966/datasets/export for details.
DOI: 10.15468/dl.pp6dqh
title: Occurrence Download

description: A dataset containing 1854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osmerus eperlanus",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1854 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011895-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id403412.2
title: StrainInfo SI-ID 403412.2

description: StrainInfo dataset 403412 about a strain of Mycobacterium parakoreense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.