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

description: A dataset containing 24709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.4381 36.741,-6.08904 36.17301,-5.49864 35.90794,-5.33175 36.10401,-5.15045 36.43258,-5.11533 36.53954,-5.15364 36.59063,-5.20633 36.6481,-5.24783 36.65773,-5.28455 36.68008,-5.31967 36.69604,-5.3548 36.73915,-5.37236 36.75351,-5.532 36.78065,-5.63258 36.72637,-6.01311 36.79389,-6.4381 36.741))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 24709 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018862-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/uotjkk
title: From Requirements to Performance: Investigating the Impact of Data Annotation Requirements on AI-Enabled Automotive Perception System

description: RE replication data for the study : From Requirements to Performance: Investigating the Impact of Data Annotation Requirements on AI-Enabled Automotive Perception System
DOI: 10.6084/m9.figshare.30217363.v1
title: Site measurements for exploring soil temperature and soil water level effects on soil carbon emissions in global cold and wet ecosystems.

description: We compiled soil carbon emissions, soil water level, and soil temperature observations from 187 sites within global cold and wet ecosystems. The measurements were collected either from peer-reviewed literature, digitized using WebPlotDigitizer (version 4.6), or from publicly available datasets. These site-scale measurements were used to exploring exploring soil temperature and soil water level effects on soil carbon emissions in global cold and wet ecosystems.
DOI: 10.6084/m9.figshare.30207520
title: Figure 1A

description: Representative images of ClearSee-treated cotyledons and true leaves of <i>pFT:NTF</i>, <i>pSUC2:NTF</i>, <i>pCAB2:NTF</i> and <i>p35:NTF</i> lines.
DOI: 10.6084/m9.figshare.30207520.v1
title: Figure 1A

description: Representative images of ClearSee-treated cotyledons and true leaves of <i>pFT:NTF</i>, <i>pSUC2:NTF</i>, <i>pCAB2:NTF</i> and <i>p35:NTF</i> lines.
DOI: 10.15468/dl.8e842y
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium heterocarpon",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018863-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssqq8u
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium heterocarpon",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018864-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pra83g
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium heterocarpon",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018865-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwh9gk
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron rarilepidotum"
 ]
}

 The dataset includes 99 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018866-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjucmw
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrocalamus brandisii"
 ]
}

 The dataset includes 257 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018872-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.en3zgb
title: Occurrence Download

description: A dataset containing 3004 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Andropogon leucostachyus",
 "Year 1975-2024"
 ]
}

 The dataset includes 3004 records from 199 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018867-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jvtxt
title: Occurrence Download

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron strigillosum"
 ]
}

 The dataset includes 422 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018873-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dggknw
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Chionodoxa sardensis)"
 ]
}

 The dataset includes 79 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018874-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17206272
title: Linking Ocean Island Basalt Geochemistry with Mantle Plume Dynamics: Supplementary Materials

description: These supplementary files accompany Chapter 4 of the ANU thesis Linking Ocean Island Basalt Geochemistry with Mantle Plume Dynamics. They include:

(1) The global OIB geochemistry dataset corrected for fractional crystallisation.

(2) Interpolated outputs of melting rate and rare earth element (REE) distributions.

(3) Island-specific inversion results for lithospheric thickness, plume excess temperature, and source enrichment.
DOI: 10.5281/zenodo.17206273
title: Linking Ocean Island Basalt Geochemistry with Mantle Plume Dynamics: Supplementary Materials

description: These supplementary files accompany Chapter 4 of the ANU thesis Linking Ocean Island Basalt Geochemistry with Mantle Plume Dynamics. They include:

(1) The global OIB geochemistry dataset corrected for fractional crystallisation.

(2) Interpolated outputs of melting rate and rare earth element (REE) distributions.

(3) Island-specific inversion results for lithospheric thickness, plume excess temperature, and source enrichment.
DOI: 10.15468/dl.qmd8hx
title: Occurrence Download

description: A dataset containing 1778 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron stamineum"
 ]
}

 The dataset includes 1778 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018875-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bu4q9
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Metaplax elegans",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 107 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018876-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28nm4q
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((25.47891 38.59326,25.48918 38.50951,25.55187 38.50026,25.63973 38.54034,25.65257 38.60096,25.60633 38.62819,25.49073 38.61432,25.47891 38.59326))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018878-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8kv2n
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Acizzia acaciaebaileyanae)"
 ]
}

 The dataset includes 85 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018877-250920141307145/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/13177493
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15423884
title: [Dataset] A dataset for named entity recognition on taxpayers mentions extracted from the 19th-century french land registry

description: This is a dataset to train/fine-tune Named Entity Recognition (NER) models to recognise taxpayers properties from taxpayers mentions in the tables of the 19th century French Land Registry. 

The dataset is provided in the Brat Standoff Format.

NER Classes



name : lastname of the taxpayer or organisation name

firstnames : 1...n firstnames of the taxpayer

activity : taxpayer activity

address : taxpayer address

title : taxpayer title (e.g. : prince)

familystatus : taxpayer family status (like father, mother etc.)


Special tokens

Text includes some special tokens that are used to represent additionnal layout informations like :





→ : back to a new line




↑TEXT↓ : exponent


×TEXT± : crossed out text (most of the time, means outdated or erroneous information according the 19th-century administrators of the land registry)


Important notes



The "taxpayers entries" of this dataset correspond to all "not ditto/not empty" cells of the IE dataset available at the following address : 10.5281/zenodo.15411507

v0 is a "quickly annotated dataset" : pre-annotated with few-shot learning with llama3.1, manually corrected (but deeper curation still required) and contains several mentions of the same taxpayers in the different subsets (train, val, test).

v0 is the version used in the following TPDL 2025 article : 10.1007/978-3-032-05409-8_24

To create the subsets, see the code in the Git-Hub repository bellow.
DOI: 10.5281/zenodo.15423885
title: [Dataset] A dataset for named entity recognition on taxpayers mentions extracted from the 19th-century french land registry

description: This is a dataset to train/fine-tune Named Entity Recognition (NER) models to recognise taxpayers properties from taxpayers mentions in the tables of the 19th century French Land Registry. 

The dataset is provided in the Brat Standoff Format.

NER Classes



name : lastname of the taxpayer or organisation name

firstnames : 1...n firstnames of the taxpayer

activity : taxpayer activity

address : taxpayer address

title : taxpayer title (e.g. : prince)

familystatus : taxpayer family status (like father, mother etc.)


Special tokens

Text includes some special tokens that are used to represent additionnal layout informations like :





→ : back to a new line




↑TEXT↓ : exponent


×TEXT± : crossed out text (most of the time, means outdated or erroneous information according the 19th-century administrators of the land registry)


Important notes



The "taxpayers entries" of this dataset correspond to all "not ditto/not empty" cells of the IE dataset available at the following address : 10.5281/zenodo.15411507

v0 is a "quickly annotated dataset" : pre-annotated with few-shot learning with llama3.1, manually corrected (but deeper curation still required) and contains several mentions of the same taxpayers in the different subsets (train, val, test).

v0 is the version used in the following TPDL 2025 article : 10.1007/978-3-032-05409-8_24

To create the subsets, see the code in the Git-Hub repository bellow.
DOI: 10.15468/dl.zdj2ma
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018879-250920141307145/datasets/export for details.
DOI: 10.15468/dl.535pke
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium heterocarpon",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018880-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17206522
title: Ruth Traffic Simulator - Datasets and Configurations for ACE / Evkit Benchmark

description: This repository contains the input datasets and supporting configuration files used in the evaluation of ACE (Asynchronous Communication and Execution) for scalable alternative route computation in traffic simulation, presented at SC25.

Two scenarios are included:





Prague (2.6M routes, compact urban network): shorter alternative routes with smaller graph size.




Central Bohemia (25M routes, large mixed urban–rural network): longer alternatives with larger graph size.



The files include:





Origin–Destination (OD) matrices in CSV and serialized formats.




Road network representations (GraphML, HDF5, Parquet).




Configuration files (config.json).




Conversion and test scripts (.py, .sh).




OSM→HDF5 mapping:





Central Bohemia Region/osm_to_hdf5_id.pkl maps OSM element IDs to the internal HDF5 map IDs to avoid the need to rebuild the map from GraphML.




In the Prague folder the mapped IDs are already embedded (stored directly in the .pkl/.parquet), so there is no separate mapping step.





These datasets allow reproducibility of the experiments comparing ACE and Evkit, covering computation time, startup overhead, and scaling behavior on the Karolina supercomputer.
DOI: 10.5281/zenodo.17206523
title: Ruth Traffic Simulator - Datasets and Configurations for ACE / Evkit Benchmark

description: This repository contains the input datasets and supporting configuration files used in the evaluation of ACE (Asynchronous Communication and Execution) for scalable alternative route computation in traffic simulation, presented at SC25.

Two scenarios are included:





Prague (2.6M routes, compact urban network): shorter alternative routes with smaller graph size.




Central Bohemia (25M routes, large mixed urban–rural network): longer alternatives with larger graph size.



The files include:





Origin–Destination (OD) matrices in CSV and serialized formats.




Road network representations (GraphML, HDF5, Parquet).




Configuration files (config.json).




Conversion and test scripts (.py, .sh).




OSM→HDF5 mapping:





Central Bohemia Region/osm_to_hdf5_id.pkl maps OSM element IDs to the internal HDF5 map IDs to avoid the need to rebuild the map from GraphML.




In the Prague folder the mapped IDs are already embedded (stored directly in the .pkl/.parquet), so there is no separate mapping step.





These datasets allow reproducibility of the experiments comparing ACE and Evkit, covering computation time, startup overhead, and scaling behavior on the Karolina supercomputer.
DOI: 10.15468/dl.ukap3r
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pomacea canaliculata",
 "Year 2010-2025"
 ]
}

 The dataset includes 281 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018882-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txh5fv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium heterocarpon",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018884-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngkdxw
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barbodes tumba Herre, 1924"
 ]
}

 The dataset includes 185 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063109-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akuvug
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.98706 21.0845,-98.18481 21.30985,-100.00854 20.57108,-98.58032 17.70683,-96.00952 18.39623,-97.98706 21.0845))",
 "HasGeospatialIssue is false",
 "TaxonKey is Urocyon cinereoargenteus (Schreber, 1775)"
 ]
}

 The dataset includes 125 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037104-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvjbr3
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-15.53779 33.90988,12.57267 33.90988,12.57267 45.15988,-15.53779 45.15988,-15.53779 33.90988))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ulmus pumila L."
 ]
}

 The dataset includes 203 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063645-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfyb7a
title: Occurrence Download

description: A dataset containing 299878 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strix varia Barton, 1799"
 ]
}

 The dataset includes 299878 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007248-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9bg79
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tolumnia triquetra (Sw.) Nir"
 ]
}

 The dataset includes 34 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063656-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h72mkb
title: Occurrence Download

description: A dataset containing 351448 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caracara cheriway (Jacquin, 1784)"
 ]
}

 The dataset includes 351448 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046760-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf5e0k
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Meconopsis forrestii Prain",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 23 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007248-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcw4ze
title: Occurrence Download

description: A dataset containing 12802 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ludwigia grandiflora (Michx.) Greuter & Burdet"
 ]
}

 The dataset includes 12802 records from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073276-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1qlsbg
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "TaxonKey is Asplenium pinnatifidum Nutt.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 188 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033442-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gybzcc
title: Occurrence Download

description: A dataset containing 80875 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nasturtium officinale W.T.Aiton"
 ]
}

 The dataset includes 80875 records from 754 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060000-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.