cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.33wwku
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Mus minutoides)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022458-250802193616735/datasets/export for details.
DOI: 10.15468/dl.npkr6f
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Mus minutoides)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022459-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wst5cc
title: Occurrence Download

description: A dataset containing 1180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Mus minutoides)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 1180 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022460-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w68uaq
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-116.30181 31.09792,-116.47459 30.9896,-115.92675 29.97273,-115.34098 30.04572,-115.34519 30.41347,-115.53062 30.85222,-115.82139 31.10152,-116.30181 31.09792))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ensatina eschscholtzii"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022461-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fuvenq
title: Occurrence Download

description: A dataset containing 1160322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "TaxonKey is Erebidae"
 ]
}

 The dataset includes 1160322 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008510-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17333754
title: Data for "Pallium-encoded valence-specific chemosensory amplification of eye-body coordination in larval zebrafish"

description: This dataset includes valence assay data and imaging data associated with the research paper preprint available at https://doi.org/10.1101/2024.10.27.620486.
DOI: 10.5281/zenodo.15332329
title: Optimizing Cybersecurity Education: Lab Performance Dataset
DOI: 10.5281/zenodo.15332330
title: Optimizing Cybersecurity Education: Lab Performance Dataset
DOI: 10.15468/dl.993a4x
title: Occurrence Download

description: A dataset containing 2511174 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 Haemorhous purpureus (J.F.Gmelin, 1789)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 2511174 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012893-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63k2ym
title: Occurrence Download

description: A dataset containing 2481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Vipera seoanei Lataste, 1879"
 ]
}

 The dataset includes 2481 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012908-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15156354
title: From Biofuel Illusions to Systemic Risk Pricing: Reimagining Carbon Markets for Real Climate Mitigation

description: This dataset and accompanying Python code support the empirical study titled "From Biofuel Illusions to Systemic Risk Pricing: Reimagining Carbon Markets for Real Climate Mitigation." The project examines how investor sensitivity to carbon pricing risk shifts under different market regimes—particularly transitions between low- and high-volatility periods. It uses a Markov Regime-Switching (MRS) model to identify nonlinear dynamics and volatility-dependent factor exposures relevant to climate finance.

The analysis is based on monthly equity returns for major European energy and industrial firms (EDF, Engie, TotalEnergies, and ArcelorMittal), simulated market index returns for the CAC 40, and ICE EUA (European Union Allowance) carbon futures prices.



🔁 Replication Instructions

Readers can fully replicate the study using the files provided here and Google Colab. Follow these steps:





Download all files from this Zenodo repository.




Open Google Colab at https://colab.research.google.com/




Upload the dataset and Python script (carbon.py) to the Colab session.




Run the script using either of the following commands:





!python mrs.py (to run as a standard script)




or %run mrs.py (to run within an interactive cell)





This script will load the datasets, clean and align the data, estimate the MRS model, and generate output tables and regime shift visualizations. Output includes:





Firm-specific regression estimates across regimes




Regime transition probabilities




Probability plots for high- and low-volatility periods





Included Files





✅ Cleaned monthly equity return data for each firm (CSV)




✅ Simulated CAC 40 market returns (CSV)




✅ Monthly carbon futures prices (ICE EUA) (CSV)




✅ carbon.py – Full Python script for replication





License: Creative Commons Attribution 4.0 International (CC BY 4.0)
DOI: 10.5281/zenodo.15156355
title: From Biofuel Illusions to Systemic Risk Pricing: Reimagining Carbon Markets for Real Climate Mitigation
DOI: 10.5281/zenodo.15156470
title: From Biofuel Illusions to Systemic Risk Pricing: Reimagining Carbon Markets for Real Climate Mitigation
DOI: 10.5281/zenodo.15332078
title: From Biofuel Illusions to Systemic Risk Pricing: Reimagining Carbon Markets for Real Climate Mitigation

description: This dataset and accompanying Python code support the empirical study titled "From Biofuel Illusions to Systemic Risk Pricing: Reimagining Carbon Markets for Real Climate Mitigation." The project investigates whether investor sensitivity to carbon price risk changes under different market conditions—particularly during transitions between low- and high-volatility regimes. The goal is to uncover nonlinear dynamics in climate-related financial risk using regime-switching models.

The study leverages monthly equity returns for major European energy and industrial firms, simulated market index data (CAC 40), and historical carbon futures price data (ICE EUA). A Markov Regime-Switching (MRS) model is applied to estimate separate beta coefficients across volatility regimes.

This repository includes:





✅ Cleaned and aligned data for each firm and market series (CSV)




✅ Carbon Emissions Futures dataset processed to monthly returns




✅ Simulated CAC 40 market returns (CSV)




✅ carbon.py: Python script to reproduce the analysis in Google Colab or locally
DOI: 10.5281/zenodo.15332316
title: From Biofuel Illusions to Systemic Risk Pricing: Reimagining Carbon Markets for Real Climate Mitigation

description: This dataset and accompanying Python code support the empirical study titled "From Biofuel Illusions to Systemic Risk Pricing: Reimagining Carbon Markets for Real Climate Mitigation." The project investigates whether investor sensitivity to carbon price risk changes under different market conditions—particularly during transitions between low- and high-volatility regimes. The goal is to uncover nonlinear dynamics in climate-related financial risk using regime-switching models.

The study leverages monthly equity returns for major European energy and industrial firms, simulated market index data (CAC 40), and historical carbon futures price data (ICE EUA). A Markov Regime-Switching (MRS) model is applied to estimate separate beta coefficients across volatility regimes.

This repository includes:





✅ Cleaned and aligned data for each firm and market series (CSV)




✅ Carbon Emissions Futures dataset processed to monthly returns




✅ Simulated CAC 40 market returns (CSV)




✅ carbon.py: Python script to reproduce the analysis in Google Colab or locally
DOI: 10.5281/zenodo.15332333
title: From Biofuel Illusions to Systemic Risk Pricing: Reimagining Carbon Markets for Real Climate Mitigation

description: This dataset and accompanying Python code support the empirical study titled "From Biofuel Illusions to Systemic Risk Pricing: Reimagining Carbon Markets for Real Climate Mitigation." The project examines how investor sensitivity to carbon pricing risk shifts under different market regimes—particularly transitions between low- and high-volatility periods. It uses a Markov Regime-Switching (MRS) model to identify nonlinear dynamics and volatility-dependent factor exposures relevant to climate finance.

The analysis is based on monthly equity returns for major European energy and industrial firms (EDF, Engie, TotalEnergies, and ArcelorMittal), simulated market index returns for the CAC 40, and ICE EUA (European Union Allowance) carbon futures prices.



🔁 Replication Instructions

Readers can fully replicate the study using the files provided here and Google Colab. Follow these steps:





Download all files from this Zenodo repository.




Open Google Colab at https://colab.research.google.com/




Upload the dataset and Python script (carbon.py) to the Colab session.




Run the script using either of the following commands:





!python mrs.py (to run as a standard script)




or %run mrs.py (to run within an interactive cell)





This script will load the datasets, clean and align the data, estimate the MRS model, and generate output tables and regime shift visualizations. Output includes:





Firm-specific regression estimates across regimes




Regime transition probabilities




Probability plots for high- and low-volatility periods





Included Files





✅ Cleaned monthly equity return data for each firm (CSV)




✅ Simulated CAC 40 market returns (CSV)




✅ Monthly carbon futures prices (ICE EUA) (CSV)




✅ carbon.py – Full Python script for replication





License: Creative Commons Attribution 4.0 International (CC BY 4.0)
DOI: 10.15468/dl.acb4hv
title: Occurrence Download

description: A dataset containing 90558 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paronychia Mill."
 ]
}

 The dataset includes 90558 records from 802 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012900-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99d2cp
title: Occurrence Download

description: A dataset containing 705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parmeliella thriptophylla (Ach.) Müll.Arg.",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 705 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012910-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3t54ne
title: Occurrence Download

description: A dataset containing 11131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Angelica sylvestris L.",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11131 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012909-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72wuex
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quasithosea obliquistriga (Hering, 1931), Quasithosea obliquistriga (Hering, 1931), Quasithosea sythoffi (Snellen, 1900), Quasithosea obliquistriga (Hering, 1931), Quasithosea sythoffi (Snellen, 1900))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 108 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012911-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vb2uec
title: Occurrence Download

description: A dataset containing 2288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex canescens L.",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2288 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012912-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7udw7
title: Occurrence Download

description: A dataset containing 7717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Garryaceae"
 ]
}

 The dataset includes 7717 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012913-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9v5vq
title: Occurrence Download

description: A dataset containing 192374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Austrostipa S.W.L.Jacobs & J.Everett"
 ]
}

 The dataset includes 192374 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012906-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2zzh3
title: Occurrence Download

description: A dataset containing 3268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypogymnia physodes (L.) Nyl.",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3268 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012915-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5c2-xbg-k5k
title: †Chonetinella Ramsbottom, 1952

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h6y-zxz-3zp
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0er-9s8-mtd
title: Escharella Gray, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a4j-g9m-4yz
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j73-1wd-dqw
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c7m-3bm-htk
title: Decapoda

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kma-0bv-3h4
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bva-rgs-416
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ehp-jah-z5z
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/64h-cb5-b3v
title: †Orbicella riemsdycki (Milne Edwards & Haime, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w7s-bfg-5p9
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2k9-5f0-zb2
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nk0-j35-m25
title: Chiroptera Blumenbach, 1779

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ln1-f09-35y
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tqv-zez-cp2
title: †Meliceritites Römer, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/af2-nye-a6z
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5vk-yys-h6s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fc5-y7m-tpr
title: †Moltkia Steenstrup, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4k1-brr-akz
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5k5-5n2-hwt
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1k7-z0k-esg
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/613-sv8-gjp
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f6k-81h-wp0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6sm-ssc-1yv
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5e1-ctc-kva
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tsx-c2k-zlt
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2a7-jef-tq1
title: Garantiana

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6v1-bqb-mnb
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/98h-tmm-nlh
title: Trachycardium Mörch, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y3c-gtk-qmm
title: Apodemus sylvaticus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/82h-hzj-1r6
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sl4-68q-exh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.