cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hxacm8
title: Occurrence Download

description: A dataset containing 2186946 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Observation, Machine Observation, Human Observation, Material sample, Material citation, Living Specimen)",
 "GadmGid is one of (FRA.10.9_1, FRA.10.11_1)",
 "IucnRedListCategory is one of (EX, CR, EN, VU, NT, LC, DD, NE)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2186946 records from 1684 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002066-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqecsb
title: Occurrence Download

description: A dataset containing 5482 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Dendroctonus micans (J.G.Kugelann, 1794), Dendroctonus valens LeConte, 1859)"
 ]
}

 The dataset includes 5482 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001943-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pukke
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Adiantum flabellulatum L.",
 "Year 1970-2000"
 ]
}

 The dataset includes 273 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001944-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15004525
title: Tunisian Currency (Bills) Dataset

description: Description:







This dataset was developed to address the absence of publicly available datasets for Tunisian Currency Bills Dataset, which posed challenges in creating systems to assist the visually impaired in money identification. To overcome this gap, we built a comprehensive and diverse dataset of Tunisian currency bills, carefully capturing images under various conditions to simulate real-world scenarios.

Dataset Composition

The dataset includes high-resolution images of Tunisian banknotes across different denominations. We captured bills in various environments, different lighting conditions (from low light to bright daylight), and on diverse backgrounds. Additionally, the dataset includes manipulated images of bills (e.g., folded, crumpled) to replicate real-world usage.







Download Dataset









Image Variations



Lighting Conditions: Low, medium, and high light levels.

Background Types: Plain, textured, and cluttered.

Augmentation Techniques: Includes rotated, folded, and partially occluded bills to simulate practical scenarios.


Currency Denominations

The dataset features all common denominations of Tunisian bills, including:



5 Dinar

10 Dinar

20 Dinar

50 Dinar

100 Dinar


Applications

This dataset is ideal for:



Developing money identification tools for visually impaired individuals.

Enhancing digital wallet systems with currency recognition.

Training models for ATMs and other financial systems to recognize and authenticate bills.

Counterfeit detection research and development.


Summary

The Tunisian Currency Dataset is a crucial resource for developers and researchers focusing on currency recognition, especially those working on inclusive and assistive technologies. The variability in the dataset ensures that models trained on it can perform reliably in real-world conditions, contributing to more accessible and secure financial tools.


This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.15004526
title: Tunisian Currency (Bills) Dataset

description: Description:







This dataset was developed to address the absence of publicly available datasets for Tunisian Currency Bills Dataset, which posed challenges in creating systems to assist the visually impaired in money identification. To overcome this gap, we built a comprehensive and diverse dataset of Tunisian currency bills, carefully capturing images under various conditions to simulate real-world scenarios.

Dataset Composition

The dataset includes high-resolution images of Tunisian banknotes across different denominations. We captured bills in various environments, different lighting conditions (from low light to bright daylight), and on diverse backgrounds. Additionally, the dataset includes manipulated images of bills (e.g., folded, crumpled) to replicate real-world usage.







Download Dataset









Image Variations



Lighting Conditions: Low, medium, and high light levels.

Background Types: Plain, textured, and cluttered.

Augmentation Techniques: Includes rotated, folded, and partially occluded bills to simulate practical scenarios.


Currency Denominations

The dataset features all common denominations of Tunisian bills, including:



5 Dinar

10 Dinar

20 Dinar

50 Dinar

100 Dinar


Applications

This dataset is ideal for:



Developing money identification tools for visually impaired individuals.

Enhancing digital wallet systems with currency recognition.

Training models for ATMs and other financial systems to recognize and authenticate bills.

Counterfeit detection research and development.


Summary

The Tunisian Currency Dataset is a crucial resource for developers and researchers focusing on currency recognition, especially those working on inclusive and assistive technologies. The variability in the dataset ensures that models trained on it can perform reliably in real-world conditions, contributing to more accessible and secure financial tools.


This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.15004538
title: MoMA Collection - Automatic Update

description: Temporary Description
DOI: 10.5281/zenodo.15004539
title: MoMA Collection - Automatic Update

description: Temporary Description
DOI: 10.15468/dl.qvgpxr
title: Occurrence Download

description: A dataset containing 446 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nanocnide lobata Wedd."
 ]
}

 The dataset includes 446 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001945-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15000987
title: Differential brain architecture and foraging gene expression correlate with the sexual division of labor in termite workers

description: Dataset filled with data from behavioral bioassays and RT-qPCR experiments for the following project - Differential brain architecture and foraging gene expression correlate with the sexual division of labor in termite workers
DOI: 10.15468/dl.gztugy
title: Occurrence Download

description: A dataset containing 5483 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Dendroctonus armandi Tsai & Li, 1959, Dendroctonus micans (J.G.Kugelann, 1794), Dendroctonus valens LeConte, 1859)"
 ]
}

 The dataset includes 5483 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001946-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/lswcb7
title: The fall, crisis or transformation? Correlation of the late antique settlement pattern changes with environment and climate fluctuations in the north-eastern Adriatic region based on results of geoarchaeological and palaeoclimatic research

description: The research within the project "The Fall, Crisis, or Transformation? Correlation of the Late Antique Settlement Pattern Changes with Environment and Climate Fluctuations in the North-Eastern Adriatic Region Based on Results of Geoarchaeological and Palaeoclimatic Research" aims to reconstruct the interactions between the environment and society in the North-Eastern Adriatic during late antiquity by analyzing various types of data utilized in archaeological research that indicate human settlement changes. It focuses on collecting data from selected archaeological sites and examining sediment samples from freshwater reservoirs in Istria, the Kvarner region, and northern Dalmatia. The study facilitates the development of a paleoclimatic model that illustrates dry and humid periods, providing insights into internal and inter-site variability within settlements. Moreover, by employing geoarchaeological methods, the results enable correlations between environmental data and settlement modifications, establishing a robust dataset that will serve as a foundation for further comparisons within the broader Adriatic and Mediterranean contexts. This comprehensive approach will enhance our understanding of local adaptations and economic capacities in response to environmental changes.The dataset presented, resulting from this interdisciplinary field research, primarily reflects the complex interactions between environmental factors and human activities during this transformative period. Ultimately, it aims to contribute valuable insights into how past societies navigated the challenges posed by climate fluctuations, enriching our knowledge of historical resilience and adaptation.
DOI: 10.15468/dl.cu7ty8
title: Occurrence Download

description: A dataset containing 30318 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratum conyzoides L."
 ]
}

 The dataset includes 30318 records from 653 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001947-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14999051
title: Australia's terrestrial industrial footprint and ecological intactness

description: These datasets represent a Human Industrial Footprint (HIF) index map and an Ecological Intactness Index (EII) map for Australia circa 2020-2024. The datasets are distributed in raster format (.tif) and have a spatial resolution of 100 m, mapped on an Australian Albers Equal Area projection (EPSG:3577). 

The HIF was created by incorporating 16 nationally relevant pressure layers, also part of the dataset. The pressures used to compute the HIF were 1) intensive land uses, 2) buildings, 3) mining and quarrying, 4) human population density, 5) croplands, 6) pasturelands, 7) forestry plantations, 8) reservoirs and large dams, 9) farm dams, 10) roads, 11) railways, 12) energy transmission lines, 13) oil pipelines, 14) gas pipelines, 15) hiking trails, and 16)  navigable waterways. Each pressure layer was assigned a relative score between 0 and 10 to make them comparable. The scored (scaled) pressure layers were then summed to obtain the final HIF map.

The HIF was used to derive the Ecological Intactness Index (EII). The EII is calculated using the HIF, with the intactness index value for each cell parameterised to: a) be proportional to habitat area when there is no habitat fragmentation; b) decline mono-tonically as fragmentation increases, and be sensitive to both the number of nearby patches and the separation between patches, and (c) to be proportional to habitat quality for a given total area of habitat and degree of fragmentation.

In the pressure layer folder, native and modified pasturelands are merged in the "pastures" pressure layer and paved and unpaved roads are in the "roads" layer.

Acknowledgements

This research was funded by The Wilderness Society.

Contact

Further queries regarding these datasets can be directed to Ruben Venegas (r.venegas@uq.edu.au) and James Watson (james.watson@uq.edu.au).
DOI: 10.15468/dl.72zb3m
title: Occurrence Download

description: A dataset containing 36905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ranunculus lingua L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 36905 records from 416 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001948-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gb34u9
title: Occurrence Download

description: A dataset containing 740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stenus pubescens Stephens, 1833",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 740 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001950-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.casgvk
title: Occurrence Download

description: A dataset containing 48609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 {
 "or" : [
 "Geometry POLYGON((21.65628 66.0308,17.46345 62.81629,16.8445 62.29718,15.68648 59.82141,15.64655 59.3622,17.36362 59.04274,16.80457 59.10264,16.44519 57.90469,14.3288 56.64684,13.92949 55.62858,13.5701 55.50878,13.25065 55.52875,13.13085 55.98796,13.41037 56.74667,12.29228 57.4854,11.873 58.10435,11.91293 58.86305,11.9329 60.04104,9.4172 59.68165,6.90149 57.80486,7.46054 56.32738,9.01788 55.58864,9.55696 54.9697,9.67675 54.61032,9.71668 54.23096,10.21583 53.99137,10.59518 53.65195,11.29399 53.65195,12.61174 53.95144,13.4503 53.57209,14.60833 52.79342,15.00764 53.69189,16.64485 54.17107,17.723 53.77175,20.21874 54.01134,21.95577 54.23096,21.51652 56.74667,22.47488 56.80656,23.97232 55.98796,25.84912 57.38557,25.70936 59.12261,29.70253 59.06271,29.52284 60.91954,27.06704 61.19906,22.01567 61.21902,21.89587 62.59667,24.23188 63.83455,25.78922 64.87278,25.56959 66.17056,21.65628 66.0308))",
 "Geometry POLYGON((7.87982 55.46885,1.42751 62.23645,-0.03 62.71563,-1.70713 63.4344,-7.5771 63.29464,-8.85492 61.77723,-6.19946 60.59925,-11.27079 58.00368,-13.02779 53.73098,-4.90167 47.42177,-2.38264 47.92175,1.96108 50.07342,1.7605 50.72293,2.6488 51.00948,3.58486 51.21006,4.37765 51.21961,5.48392 52.19445,6.28897 52.60193,6.02053 52.94846,6.08739 53.2159,7.0712 53.07263,7.57744 53.25411,8.52305 53.33052,9.61685 54.01134,9.13767 55.16936,7.87982 55.46885))"
 ]
 },
 "TaxonKey is Eriocheir sinensis H.Milne Edwards, 1853"
 ]
}

 The dataset includes 48609 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001949-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14732866
title: Data for "Measurement and Teleportation in the cSYK/JT  Correspondence"

description: This contains the data used in "Measurement and Teleportation in the cSYK/JT Correspondence", arXiv:2501.05905 .
DOI: 10.5281/zenodo.14732867
title: Data for "Measurement and Teleportation in the cSYK/JT  Correspondence"

description: This contains the data used in "Measurement and Teleportation in the cSYK/JT Correspondence", arXiv:2501.05905 .
DOI: 10.15468/dl.f8bfz7
title: Occurrence Download

description: A dataset containing 858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is EST.1.20_1",
 "IucnRedListCategory is one of (CR, EN, VU)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 858 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001952-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xy5bn8
title: Occurrence Download

description: A dataset containing 482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ranunculus marginatus d'Urv.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 482 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001953-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e68sf5
title: Occurrence Download

description: A dataset containing 11047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Isurus Rafinesque, 1810"
 ]
}

 The dataset includes 11047 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001951-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjkbzq
title: Occurrence Download

description: A dataset containing 78612 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Stackpole National Nature Reserve Species Inventory and Ad-hoc Sightings from Across Pembrokeshire"
 ]
}

 The dataset includes 78612 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020816-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5f2tdn
title: Occurrence Download

description: A dataset containing 107937 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New Mexico State Collection of Arthropods"
 ]
}

 The dataset includes 107937 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020814-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7xdrv
title: Occurrence Download

description: A dataset containing 106486 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is AlgaCAT, Banco de datos de las algas de Cataluña"
 ]
}

 The dataset includes 106486 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020815-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28784873
title: Raw data and R code for Jin et al., CEE 2025

description: Raw data and R code used in Jin et al., 2025 CEE. Any use of the data should contact the corresponding author for comfirmation.
DOI: 10.6084/m9.figshare.28823390
title: Bonn Roof Geometry Dataset

description: This dataset consists of annotated high-resolution aerial imagery of roof shapes/geometries in Bonn, Germany, in the Ultralytics YOLO instance segmentation dataset format. Aerial imagery was sourced from OpenAerialMap, specifically from the Maxar Open Data Program. Roof shape labels and building outlines were sourced from OpenStreetMap. Images and labels are split into training, validation, and test sets, meant for future machine learning models to be trained upon, for both building segmentation and roof shape/geometry classification.The dataset is intended for applications such as informing studies on solar capacity estimation, urban morphology, 3D modeling, risk assessments, and other related fields. There are seven roof shape types: gabled, flat, skillion, hipped, gambrel, half-hipped, pyramidal, and mansard. Note: The data is in a .zip due to file upload limits. Please find a more detailed dataset description in the README.md
DOI: 10.15468/dl.49242q
title: Occurrence Download

description: A dataset containing 11215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ailanthus altissima (Mill.) Swingle",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11215 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075244-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvhb24
title: Occurrence Download

description: A dataset containing 508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ailanthus altissima (Mill.) Swingle",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 508 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075245-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycud46
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ailanthus altissima (Mill.) Swingle",
 "Country is Georgia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 90 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075243-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zevhbr
title: Occurrence Download

description: A dataset containing 1379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "OccurrenceStatus is Present",
 "TaxonKey is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 1379 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075247-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36538e
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ailanthus altissima (Mill.) Swingle",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075250-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c93g2y
title: Occurrence Download

description: A dataset containing 8592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ailanthus altissima (Mill.) Swingle",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8592 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075252-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fq4bth
title: Occurrence Download

description: A dataset containing 673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ailanthus altissima (Mill.) Swingle",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 673 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075251-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.