cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/32c-n0t-sv7
title: Globivasum capitellum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sk6-a0v-cj6
title: Harpa amouretta Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h3x-d9a-3ba
title: Harpa crenata Swainson, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sl9-93n-m0m
title: Melampus bullaoides (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2ll-03t-dr5
title: Persicula interruptolineata (Megerle von Mühlfeld, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fdl-0ly-4gf
title: Domiporta circula (Kiener, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/re6-9x0-lqb
title: Terebra argus Hinds, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0dw-yr1-qwg
title: Pyramidellidae J. E. Gray, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6tl-f8q-6gp
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zja-k40-2hv
title: Terebra commaculata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6j3-wv6-0wr
title: Conus omaria Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/brc-2rw-522
title: †Granulina clandestina (Brocchi, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kyj-n65-cp2
title: Philine aperta (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tdh-cml-wdl
title: Bulla gouldiana Pilsbry, 1895

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2zv-2h1-z53
title: Antillophos candeanus (A. d'Orbigny, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rah-r7l-y07
title: Atys naucum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c3r-dlj-0q2
title: Bulla ampulla Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3z8-5dd-ckp
title: Unedogemmula unedo (Kiener, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sv6-fw0-4m7
title: Nassarius circumcinctus (A. Adams, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.4u5m8v
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Chinese Taipei)",
 "TaxonKey is Curcuma aromatica"
 ]
}

 The dataset includes 164 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010913-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/tfl-9nj-fzr
title: Pythia scarabaeus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cv8-l1r-13l
title: Philine catena (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xsd-jvm-q6a
title: Persicula tessellata (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/279-blc-bnd
title: Ancilla marmorata (Reeve, 1864)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jd6-l75-1qx
title: Eratoidea sulcata (A. d'Orbigny, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rxt-z7p-2f5
title: Oliva amethystina (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vbh-3cy-v9p
title: Bullidae Gray, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8df-qnh-pj0
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/srt-krw-gmw
title: Paludinella littorina (Delle Chiaje, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b38-el1-jk3
title: Conus flavidus Lamarck, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xek-vnn-xya
title: Rissoella diaphana (Alder, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7gd-f6r-b11
title: Conus magus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/760-v83-rr9
title: Bela Leach, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qz0-yrg-cjs
title: Conus textile Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qnb-1xm-4rs
title: Pardalinops testudinarius (Link, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zrb-5y0-0x7
title: Conus jaspideus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/exz-nby-4m2
title: Mitrella Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.7bvt9h
title: Occurrence Download

description: A dataset containing 1124574 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 1975-2025"
 ]
}

 The dataset includes 1124574 records from 496 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010883-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p94739
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009140-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/3584f9cd-cf7b-478c-960f-3b2ef47d1427
title: Source code and data for PhD Thesis "Optimal Decision Trees: Algorithms and Applications"

description: Source code and data accompanying the PhD thesis Optimal Decision Trees: Algorithms and Applications by Jacobus G. M. van der Linden.In this thesis, we study algorithms and applications for optimal decision trees. The main contributions are as follows: 1) we develop new dynamic programming methods for learning optimal decision trees for a variety of learning tasks, such as classification, regression, prescriptive policy generation, survival analysis, cost-sensitive classification, and classification with fairness constraints. (2) We empirically investigate differences between optimal and greedy decision trees. (3) We develop a new algorithm to learn optimal decision trees directly on continuous features without requiring a (coarse) binarization first. (4) we develop a new algorithm to compute the Rashomon set (the complete set of near-optimal solutions) of decision trees.<br>The folders in this data repository each correspond to a chapter in the thesis. Each folder has both source files and data files. All included data is publicly available. The data included is the data preprocessed as used in the papers.<br>This thesis is the result of several publications / preprints<br>E. Arslan, J.G.M. van der Linden, S. Hoogendoorn, M. Rinaldi, and E. Demirović, “SORTeD Rashomon Sets of Sparse Decision Trees: Anytime Enumeration,” in Advances in NeurIPS (2025).C.E. Brita, J.G.M. van der Linden, and E. Demirović, “Optimal Classification Trees for Continuous Feature Data Using Dynamic Programming with Branch-and-Bound,” in Proceedings of AAAI, 11131-11139 (2025).J.G.M. van der Linden, D. Vos, M.M. de Weerdt, S. Verwer and E. Demirović, “Optimal or Greedy Decision Trees? Revisiting their Objectives, Tuning, and Performance,” arXiv preprint arXiv:2409.12788 (2024).M. van den Bos, J.G.M. van der Linden, and E. Demirović, “Piecewise Constant and Linear Regression Trees: An Optimal Dynamic Programming Approach,” in Proceedings of ICML, 48994-49007 (2024).T. Huisman, J.G.M. van der Linden, and E. Demirović, “Optimal Survival Trees: A Dynamic Programming Approach,” in Proceedings of AAAI, 12680-12688 (2024).J.G.M. van der Linden, M.M. de Weerdt, and E. Demirović, “Necessary and Sufficient Conditions for Optimal Decision Trees Using Dynamic Programming,” in Advances in NeurIPS, 9173-9212 (2023). J.G.M. van der Linden, M.M. de Weerdt, and E. Demirović, “Fair and Optimal Decision Trees: A Dynamic Programming Approach,” in Advances in NeurIPS, 38899-38911 (2022).<br>It combines the data from several other repositories:https://gitlab.tudelft.nl/jgmvanderlinde/dpfhttps://github.com/algtudelft/pystreedhttps://github.com/ConSol-Lab/contreehttps://github.com/TimHuisman1703/streed_sa_pipelinehttps://github.com/mimvdb/regression-murtreehttps://github.com/ConSol-Lab/pysort
DOI: 10.4121/3584f9cd-cf7b-478c-960f-3b2ef47d1427.v1
title: Source code and data for PhD Thesis "Optimal Decision Trees: Algorithms and Applications"

description: Source code and data accompanying the PhD thesis Optimal Decision Trees: Algorithms and Applications by Jacobus G. M. van der Linden.In this thesis, we study algorithms and applications for optimal decision trees. The main contributions are as follows: 1) we develop new dynamic programming methods for learning optimal decision trees for a variety of learning tasks, such as classification, regression, prescriptive policy generation, survival analysis, cost-sensitive classification, and classification with fairness constraints. (2) We empirically investigate differences between optimal and greedy decision trees. (3) We develop a new algorithm to learn optimal decision trees directly on continuous features without requiring a (coarse) binarization first. (4) we develop a new algorithm to compute the Rashomon set (the complete set of near-optimal solutions) of decision trees.<br>The folders in this data repository each correspond to a chapter in the thesis. Each folder has both source files and data files. All included data is publicly available. The data included is the data preprocessed as used in the papers.<br>This thesis is the result of several publications / preprints<br>E. Arslan, J.G.M. van der Linden, S. Hoogendoorn, M. Rinaldi, and E. Demirović, “SORTeD Rashomon Sets of Sparse Decision Trees: Anytime Enumeration,” in Advances in NeurIPS (2025).C.E. Brita, J.G.M. van der Linden, and E. Demirović, “Optimal Classification Trees for Continuous Feature Data Using Dynamic Programming with Branch-and-Bound,” in Proceedings of AAAI, 11131-11139 (2025).J.G.M. van der Linden, D. Vos, M.M. de Weerdt, S. Verwer and E. Demirović, “Optimal or Greedy Decision Trees? Revisiting their Objectives, Tuning, and Performance,” arXiv preprint arXiv:2409.12788 (2024).M. van den Bos, J.G.M. van der Linden, and E. Demirović, “Piecewise Constant and Linear Regression Trees: An Optimal Dynamic Programming Approach,” in Proceedings of ICML, 48994-49007 (2024).T. Huisman, J.G.M. van der Linden, and E. Demirović, “Optimal Survival Trees: A Dynamic Programming Approach,” in Proceedings of AAAI, 12680-12688 (2024).J.G.M. van der Linden, M.M. de Weerdt, and E. Demirović, “Necessary and Sufficient Conditions for Optimal Decision Trees Using Dynamic Programming,” in Advances in NeurIPS, 9173-9212 (2023). J.G.M. van der Linden, M.M. de Weerdt, and E. Demirović, “Fair and Optimal Decision Trees: A Dynamic Programming Approach,” in Advances in NeurIPS, 38899-38911 (2022).<br>It combines the data from several other repositories:https://gitlab.tudelft.nl/jgmvanderlinde/dpfhttps://github.com/algtudelft/pystreedhttps://github.com/ConSol-Lab/contreehttps://github.com/TimHuisman1703/streed_sa_pipelinehttps://github.com/mimvdb/regression-murtreehttps://github.com/ConSol-Lab/pysort
DOI: 10.5281/zenodo.18480595
title: Review and Perspectives on the Copyrolysis of Microalgal Biomass and Plastic Wastes
DOI: 10.15468/dl.dsqm3k
title: Occurrence Download

description: A dataset containing 405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acroglochin persicarioides",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 405 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021765-260208012135463/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.24807627
title: Global Climate Policy Uncertainty

description: Global climate policy uncertainty was assessed using approximately 11 million news articles from 2000 to 2024 in twelve countries of the G20 spanning six continents: Asia (China, Japan, Korea, and India), Africa (South Africa), North America (the US and Canada), South America (Brazil), Europe (the UK, France, and Germany), and Australasia (Australia). The data is categorized into global and national indices with different frequencies including daily, weekly, monthly, and yearly intervals.Citation:Ma, D., Zhang, D., Guo, K., & Ji, Q. (2024). Coupling between global climate policy uncertainty and economic policy uncertainty. <i>Finance Research Letters</i>, <i>69</i>, 106180.Ji, Q., Ma, D., Zhai, P., Fan, Y., & Zhang, D. (2024). Global climate policy uncertainty and financial markets. Journal of International Financial Markets, Institutions and Money, 102047.
DOI: 10.6084/m9.figshare.24807627.v4
title: Global Climate Policy Uncertainty

description: Global climate policy uncertainty was assessed using approximately 11 million news articles from 2000 to 2024 in twelve countries of the G20 spanning six continents: Asia (China, Japan, Korea, and India), Africa (South Africa), North America (the US and Canada), South America (Brazil), Europe (the UK, France, and Germany), and Australasia (Australia). The data is categorized into global and national indices with different frequencies including daily, weekly, monthly, and yearly intervals.Citation:Ma, D., Zhang, D., Guo, K., & Ji, Q. (2024). Coupling between global climate policy uncertainty and economic policy uncertainty. <i>Finance Research Letters</i>, <i>69</i>, 106180.Ji, Q., Ma, D., Zhai, P., Fan, Y., & Zhang, D. (2024). Global climate policy uncertainty and financial markets. Journal of International Financial Markets, Institutions and Money, 102047.
DOI: 10.6084/m9.figshare.24807627.v3
title: Global Climate Policy Uncertainty

description: Global climate policy uncertainty was assessed using approximately 11 million news articles from 2000 to 2024 in twelve countries of the G20 spanning six continents: Asia (China, Japan, Korea, and India), Africa (South Africa), North America (the US and Canada), South America (Brazil), Europe (the UK, France, and Germany), and Australasia (Australia). The data is categorized into global and national indices with different frequencies including daily, weekly, monthly, and yearly intervals.Citation:Ma, D., Zhang, D., Guo, K., & Ji, Q. (2024). Coupling between global climate policy uncertainty and economic policy uncertainty. <i>Finance Research Letters</i>, <i>69</i>, 106180.Ji, Q., Ma, D., Zhai, P., Fan, Y., & Zhang, D. (2024). Global climate policy uncertainty and financial markets. Journal of International Financial Markets, Institutions and Money, 102047.
DOI: 10.58132/un4z1z
title: Anonymized notes from interviews in terms of the project: The impact of the political leadership on the reconsidering of the EU eastern policy in the context of the war in Ukraine

description: The interviews were conducted as part of the National Science Centre (NCN) Miniatura project 2022/06/X/HS5/01037, entitled " The Impact of the Political Leadership on the Reconsidering of the EU Eastern Policy in the Context of the War in Ukraine." The interviews were conducted individually and in groups and were focused on the role of leadership of individual and institutional political actors in the process of the European Union's Eastern policy transformation. Issues discussed included EU enlargement, EU cooperation with candidate countries, sanctions policy towards Russia, the role of individual political leaders, the evolving position of the European Parliament on the EU enlargement reform, cooperation between EU institutions on changes in EU foreign policy, and the prospects for EU-Russia relations. Data from the interviews are coded. The collection consists of notes generated from seven interviews conducted as part of research trips to Brussels in 2023.
DOI: 10.13140/rg.2.2.26474.79043
title: Variantes de los 19 escudos del Arzobispo de Santiago
DOI: 10.15468/dl.rmfrwr
title: Occurrence Download

description: A dataset listing the 23 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Endemic and Rare Flora in the Hindu Kush Region, Chitral"
 ]
}

 The dataset's 23 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021756-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60656/c076a4f55eff4350
title: Custom collection of Doppler lidar wind data from Payerne between 18 Jan and 16 Feb 2026
DOI: 10.15468/dl.8vrr6e
title: Occurrence Download

description: A dataset containing 956928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-20 -38,55 -38,55 38,-20 38,-20 -38))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Falconiformes"
 ]
}

 The dataset includes 956928 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021723-260208012135463/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/14856924
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.yrsqdf
title: Occurrence Download

description: A dataset containing 1135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aerva javanica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1135 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021767-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18657465
title: Data for ChASM: a statistically rigorous method for the detection of chromosomal aneuploidies in ancient DNA studies

description: This is the simulated and empirical data from the publication for ChASM. All analyses in the manuscript can be recreated from these read counts.
DOI: 10.5281/zenodo.18657464
title: Data for ChASM: a statistically rigorous method for the detection of chromosomal aneuploidies in ancient DNA studies

description: This is the simulated and empirical data from the publication for ChASM. All analyses in the manuscript can be recreated from these read counts.
DOI: 10.15468/dl.r7nn8a
title: Occurrence Download

description: A dataset containing 416909 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Herbarium Berolinense, Berlin (B)"
 ]
}

 The dataset includes 416909 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021757-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18657531
title: Numerical Study on Impact Resistance of Functionally Graded Plates in Offshore Topside Structures
DOI: 10.5281/zenodo.18657532
title: Numerical Study on Impact Resistance of Functionally Graded Plates in Offshore Topside Structures
DOI: 10.5281/zenodo.18244527
title: Dataset Accompanying the Study by Boeschoten et al. 'All reforestation methods can support tropical tree diversity recovery, but drivers and species composition vary'

description: This Zenodo repository contains the processed dataset used in the research paper titled "All reforestation methods can support tropical tree diversity recovery, but drivers and species composition vary" Global Change biology (2026) (https://doi.org/10.1111/gcb.70721). In this study, we present the first comprehensive comparison of tree diversity restoration and the drivers of recovery across five main reforestation methods (naturally regenerating forests, biodiverse restoration plantings, short- and long-rotation tree monocultures, agroforests) relative to three reference systems (agropastoral lands, degraded and conserved forest remnants).

Key Finding: Tree diversity levels comparable to those in conserved and degraded forest remnants occur across most reforestation methods; however, similar species composition was observed only in naturally regenerating forests.
DOI: 10.5281/zenodo.18244528
title: Dataset Accompanying the Study by Boeschoten et al. 'All reforestation methods can support tropical tree diversity recovery, but drivers and species composition vary'

description: This Zenodo repository contains the processed dataset used in the research paper titled "All reforestation methods can support tropical tree diversity recovery, but drivers and species composition vary" Global Change biology (2026) (https://doi.org/10.1111/gcb.70721). In this study, we present the first comprehensive comparison of tree diversity restoration and the drivers of recovery across five main reforestation methods (naturally regenerating forests, biodiverse restoration plantings, short- and long-rotation tree monocultures, agroforests) relative to three reference systems (agropastoral lands, degraded and conserved forest remnants).

Key Finding: Tree diversity levels comparable to those in conserved and degraded forest remnants occur across most reforestation methods; however, similar species composition was observed only in naturally regenerating forests.
DOI: 10.15468/dl.x8j6a9
title: Occurrence Download

description: A dataset containing 2572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera brasiliana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2572 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021771-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.