cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2epmur
title: Occurrence Download

description: A dataset containing 1291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galanthus nivalis",
 "BasisOfRecord is Specimen",
 "Country is one of (Germany, France, Spain, Italy, United Kingdom of Great Britain and Northern Ireland, Sweden, Norway, Poland)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1291 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053807-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4czb7
title: Occurrence Download

description: A dataset containing 2192 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amblyomma maculatum"
 ]
}

 The dataset includes 2192 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053809-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9kmx8
title: Occurrence Download

description: A dataset containing 695 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Caranx caninus"
 ]
}

 The dataset includes 695 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053812-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/2m7wk5cy4c
title: JaalTaka: A Benchmark Dataset for Detecting Counterfeit Bangladeshi Banknotes

description: The rapid proliferation of counterfeit currency poses a serious threat to global economic stability by driving inflation, raising prices, and undermining public trust in paper currency. These challenges are particularly severe in cash-dependent economies, where reduced acceptability of currency disrupts transactions and hinders financial inclusion. Although substantial research has focused on banknote recognition and classification, resources dedicated to counterfeit banknote detection remain limited. A key obstacle is the difficulty of collecting counterfeit banknotes due to accessibility and security barriers.
To address this gap, we introduce “JaalTaka”, a benchmark dataset of Bangladeshi banknotes containing both genuine and counterfeit banknotes. Genuine banknotes were sourced from three government banks in Bangladesh—Sonali Bank Ltd, Agrani Bank Ltd, and Rupali Bank Ltd, while counterfeit notes were obtained through formal collaboration with the Rapid Action Battalion (RAB), a special security force of Bangladesh, for research purposes. To enhance robustness, the dataset includes banknotes in varied physical conditions such as wear and tear, stains, user markings, graffiti, and repair artifacts (e.g., tape or staple marks). Images were captured using smartphone cameras, providing sufficient resolution to capture subtle security features while ensuring cost-effectiveness, portability, and reproducibility.

Dataset Distribution:
• Genuine Notes: 802
• Counterfeit Notes: 588
• Total: 1,390
Image Capture
The security features of Bangladeshi banknotes are distributed across both sides, with many being highly subtle, making it difficult to distinguish genuine notes from counterfeits using a single image. To address this, six images were captured from different regions of each banknote, focusing on the most significant security features. This makes the dataset particularly valuable for multi-view models, where the final prediction can be derived from the combined analysis of all six views.

Value of dataset:
• This is the first publicly available dataset that provides a reliable foundation for developing effective Bangladeshi banknote authentication systems.
• Our dataset helps create automated systems that can cut down the need for manual inspections in high-volume money transaction environments. It can also be used in machines like ATMs and vending machines to make transactions safer and more reliable.
• This dataset not only helps mitigate economic losses from counterfeit currency but also provides a valuable resource for researchers and developers, serving as a benchmark for future studies in banknote authentication.

We hope our dataset can serve as a benchmark resource to support counterfeit banknote detection, helping mitigate inflation and reduce price volatility. It aims contribute to restoring public confidence in paper currency.
DOI: 10.17632/2m7wk5cy4c.2
title: JaalTaka: A Benchmark Dataset for Detecting Counterfeit Bangladeshi Banknotes

description: The rapid proliferation of counterfeit currency poses a serious threat to global economic stability by driving inflation, raising prices, and undermining public trust in paper currency. These challenges are particularly severe in cash-dependent economies, where reduced acceptability of currency disrupts transactions and hinders financial inclusion. Although substantial research has focused on banknote recognition and classification, resources dedicated to counterfeit banknote detection remain limited. A key obstacle is the difficulty of collecting counterfeit banknotes due to accessibility and security barriers.
To address this gap, we introduce “JaalTaka”, a benchmark dataset of Bangladeshi banknotes containing both genuine and counterfeit banknotes. Genuine banknotes were sourced from three government banks in Bangladesh—Sonali Bank Ltd, Agrani Bank Ltd, and Rupali Bank Ltd, while counterfeit notes were obtained through formal collaboration with the Rapid Action Battalion (RAB), a special security force of Bangladesh, for research purposes. To enhance robustness, the dataset includes banknotes in varied physical conditions such as wear and tear, stains, user markings, graffiti, and repair artifacts (e.g., tape or staple marks). Images were captured using smartphone cameras, providing sufficient resolution to capture subtle security features while ensuring cost-effectiveness, portability, and reproducibility.

Dataset Distribution:
• Genuine Notes: 802
• Counterfeit Notes: 588
• Total: 1,390
Image Capture
The security features of Bangladeshi banknotes are distributed across both sides, with many being highly subtle, making it difficult to distinguish genuine notes from counterfeits using a single image. To address this, six images were captured from different regions of each banknote, focusing on the most significant security features. This makes the dataset particularly valuable for multi-view models, where the final prediction can be derived from the combined analysis of all six views.

Value of dataset:
• This is the first publicly available dataset that provides a reliable foundation for developing effective Bangladeshi banknote authentication systems.
• Our dataset helps create automated systems that can cut down the need for manual inspections in high-volume money transaction environments. It can also be used in machines like ATMs and vending machines to make transactions safer and more reliable.
• This dataset not only helps mitigate economic losses from counterfeit currency but also provides a valuable resource for researchers and developers, serving as a benchmark for future studies in banknote authentication.

We hope our dataset can serve as a benchmark resource to support counterfeit banknote detection, helping mitigate inflation and reduce price volatility. It aims contribute to restoring public confidence in paper currency.
DOI: 10.15468/dl.evmb75
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Glanidium albescens)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053814-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rd5hfm
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Leiopicus mahrattensis",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 65 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053815-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.db84uu
title: Occurrence Download

description: A dataset containing 3991 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Adonis pratensis, Adonis vernalis adulta, Adonis vernalis mentzeliana, Adonis vernalis mentzeliana, Adonis vernalis stenopetala, Adonis vernalis acutiflora, Adonis vernalis alpina, Adonis vernalis anemoniflora, Adonis vernalis bipinnatifida, Adonis vernalis grandiflora, Adonis vernalis mentzelii, Adonis vernalis parviflora, Adonis vernalis praecox, Adonis vernalis praecox, Adonis vernalis serotina, Anemone consiligo, Chrysocyathus apenninus, Chrysocyathus vernalis, Aegilops triuncialis, Aegilopodes triuncialis, Aegilopodes triuncialis persica, Aegilopodes triuncialis triuncialis, Aegilopoides triuncialis, Aegilopoides triuncialis persica, Aegilops aristata, Aegilops aristata, Aegilops buschirica, Aegilops bushirica, Aegilops croatica, Aegilops echinata, Aegilops elongata, Aegilops persica, Aegilops persica, Aegilops squarrosa, Aegilops squarrosa eusquarrosa, Aegilops squarrosa squarrosa, Aegilops squarrosa typica, Aegilops squarrosa typica, Aegilops triaristata, Aegilops triaristata, Aegilops triuncialis brunnea, Aegilops triuncialis ferruginea, Aegilops triuncialis flavescens, Aegilops triuncialis hirsuta, Aegilops triuncialis nigroalbescens, Aegilops triuncialis nigroferruginea, Aegilops triuncialis nigroflavescens, Aegilops triuncialis nigrorubiginosa, Aegilops triuncialis rubiginosa, Aegilops triuncialis subglabra)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 3991 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053816-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhztk3
title: Occurrence Download

description: A dataset containing 257039 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations, Birda - Global Observation Dataset, eButterfly Surveys, Pl@ntNet observations, Odonata Central, Xerces Society - Bumble Bee Watch, Observation.org, Nature data from around the World, Xeno-canto - Bird sounds from around the world)",
 "GadmGid is CAN.9.16_1",
 "OccurrenceStatus is Present",
 "Year 2024-2025"
 ]
}

 The dataset includes 257039 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053757-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzdj9z
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Micronaspis floridana"
 ]
}

 The dataset includes 55 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053818-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kd4rdi
title: Occurrence Download

description: A dataset containing 9255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laurus nobilis L.",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 9255 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038328-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xn834
title: Occurrence Download

description: A dataset containing 1102638 species occurrences available in GBIF matching the query:
{
 "InstitutionCode" : [
 "is ntnu-vm"
 ]
}

 The dataset includes 1102638 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0266258-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8ux56
title: Occurrence Download

description: A dataset containing 9199 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 Ploceus vitellinus (Lichtenstein, 1823)"
 ]
}

 The dataset includes 9199 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009960-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r0yh9m
title: Occurrence Download

description: A dataset containing 1203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leonia glycycarpa Ruiz & Pav.",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 1203 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038330-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfzvph
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer obtusatum Waldst. & Kit."
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006969-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjqbph
title: Occurrence Download

description: A dataset containing 98385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.78 19.131,-97.599 19.131,-97.599 19.756,-98.78 19.756,-98.78 19.131))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 98385 records from 390 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260705-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swx69a
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-87.59365 21.26987,-87.52636 21.26987,-87.52636 21.37218,-87.59365 21.37218,-87.59365 21.26987))"
 ]
}

 The dataset includes 729 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038330-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87hnz2
title: Occurrence Download

description: A dataset containing 4011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brosimum alicastrum Sw.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 4011 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271770-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2xpna
title: Occurrence Download

description: A dataset containing 242388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scorzoneroides autumnalis (L.) Moench",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 242388 records from 390 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038331-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6qctz
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geranium discolor Hilliard & B.L.Burtt"
 ]
}

 The dataset includes 34 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009942-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnz9dy
title: Occurrence Download

description: A dataset containing 8288 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paspalum urvillei Steud."
 ]
}

 The dataset includes 8288 records from 251 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268502-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bh1wl8
title: Occurrence Download

description: A dataset containing 75115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hippocrepis comosa L."
 ]
}

 The dataset includes 75115 records from 291 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038334-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive15597.20240510.9
title: Streptomyces scabiei (ex Thaxter 1891) Lambert and Loria 1989

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15598.20240916.9.1
title: Streptomyces sclerotialus Pridham 1970 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15599.20240510.9
title: Streptomyces showdoensis Nishimura et al. 1964

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15600.20240916.9.1
title: Streptomyces sindenensis Nakazawa and Fujii 1957

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15601.20240510.9
title: Streptomyces sindenensis Nakazawa and Fujii 1957

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15602.20240916.9.1
title: Streptomyces sioyaensis Nishimura et al. 1961

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15603.20240510.9
title: Streptomyces somaliensis (Brumpt 1906) Waksman and Henrici 1948 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15604.20240916.9.1
title: Streptomyces somaliensis (Brumpt 1906) Waksman and Henrici 1948 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15605.20240510.9
title: Streptomyces somaliensis (Brumpt 1906) Waksman and Henrici 1948 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15606.20240510.9
title: Streptomyces somaliensis (Brumpt 1906) Waksman and Henrici 1948 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15607.20240510.9
title: Streptomyces somaliensis (Brumpt 1906) Waksman and Henrici 1948 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.y6svn8
title: Occurrence Download

description: A dataset containing 980 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Prunus domestica L."
 ]
}

 The dataset includes 980 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059878-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmnx8k
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is CHN.26.13_1",
 "TaxonKey is Passeriformes",
 "Year 1994-2023"
 ]
}

 The dataset includes 187 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059879-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive15608.20240510.9
title: Streptomyces somaliensis (Brumpt 1906) Waksman and Henrici 1948 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15609.20240510.9
title: Streptomyces somaliensis (Brumpt 1906) Waksman and Henrici 1948 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15610.20240510.9
title: Streptomyces somaliensis (Brumpt 1906) Waksman and Henrici 1948 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15611.20240510.9
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive15612.20240510.9
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.