cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17713330
title: Data and Code for "Learning Multi-Order Block Structure in Higher-Order Networks"

description: This repository provides the data and scripts to reproduce the figures and tables shown in our manuscript:



Title: Learning Multi-Order Block Structure in Higher-Order Networks

Authors: Kazuki Nakajima, Yuya Sasaki, Takeaki Uno, and Masaki Aida

Abstract:Higher-order networks, naturally described as hypergraphs, are essential for modeling real-world systems involving interactions among three or more entities. Stochastic block models offer a principled framework for characterizing mesoscale organization, yet their extension to hypergraphs involves a trade-off between expressive power and computational complexity. A recent simplification, a single-order model, mitigates this complexity by assuming a single affinity pattern governs interactions of all orders. This universal assumption, however, may overlook order-dependent structural details. Here, we propose a framework that relaxes this assumption by introducing a multi-order block structure, in which different affinity patterns govern distinct subsets of interaction orders. Our framework is based on a multi-order stochastic block model and searches for the optimal partition of the set of interaction orders that maximizes out-of-sample hyperlink prediction performance. Analyzing a diverse range of real-world networks, we find that multi-order block structures are prevalent. Accounting for them not only yields better predictive performance over the single-order model but also uncovers sharper, more interpretable mesoscale organization. Our findings reveal that order-dependent mechanisms are a key feature of the mesoscale organization of real-world higher-order networks.
DOI: 10.5281/zenodo.17713331
title: Data and Code for "Learning Multi-Order Block Structure in Higher-Order Networks"

description: This repository provides the data and scripts to reproduce the figures and tables shown in our manuscript:



Title: Learning Multi-Order Block Structure in Higher-Order Networks

Authors: Kazuki Nakajima, Yuya Sasaki, Takeaki Uno, and Masaki Aida

Abstract:Higher-order networks, naturally described as hypergraphs, are essential for modeling real-world systems involving interactions among three or more entities. Stochastic block models offer a principled framework for characterizing mesoscale organization, yet their extension to hypergraphs involves a trade-off between expressive power and computational complexity. A recent simplification, a single-order model, mitigates this complexity by assuming a single affinity pattern governs interactions of all orders. This universal assumption, however, may overlook order-dependent structural details. Here, we propose a framework that relaxes this assumption by introducing a multi-order block structure, in which different affinity patterns govern distinct subsets of interaction orders. Our framework is based on a multi-order stochastic block model and searches for the optimal partition of the set of interaction orders that maximizes out-of-sample hyperlink prediction performance. Analyzing a diverse range of real-world networks, we find that multi-order block structures are prevalent. Accounting for them not only yields better predictive performance over the single-order model but also uncovers sharper, more interpretable mesoscale organization. Our findings reveal that order-dependent mechanisms are a key feature of the mesoscale organization of real-world higher-order networks.
DOI: 10.6084/m9.figshare.30748595
title: Figures.xlsx

description: This excel file contains data of all simulated radial distribution functions and cyclic voltametery measurements of quaternary ammonium ionic liquids.
DOI: 10.6084/m9.figshare.30748595.v1
title: Figures.xlsx

description: This excel file contains data of all simulated radial distribution functions and cyclic voltametery measurements of quaternary ammonium ionic liquids.
DOI: 10.5281/zenodo.17041787
title: Dataset for: Long-term energy and emissions outlook for the road transport sector of Uzbekistan: Insights from an agent-based energy model

description: This dataset contains model input and output files in CSV format for both baseline and alternative scenarios, generated using the ModUlar energy system Simulation Environment (MUSE), version 1.3.1. For further details, see the associated article:



J. Yakhshilikov, M. Cavana, J. Inoyatkhodjaev, S. Giarola, and P. Leone, "Long-term energy and emissions outlook for the road transport sector of Uzbekistan: Insights from an agent-based energy model," Energy, vol. 339, p. 139106, 2025, https://doi.org/10.1016/j.energy.2025.139106


The dataset is intended to facilitate reproducibility of the study’s findings and support further research in sustainable mobility and energy system modeling. It is licensed under CC BY-NC-SA 4.0
DOI: 10.5281/zenodo.17041788
title: Dataset for: Long-term energy and emissions outlook for the road transport sector of Uzbekistan: Insights from an agent-based energy model

description: This dataset contains model input and output files in CSV format for both baseline and alternative scenarios, generated using the ModUlar energy system Simulation Environment (MUSE), version 1.3.1. For further details, see the associated article:



J. Yakhshilikov, M. Cavana, J. Inoyatkhodjaev, S. Giarola, and P. Leone, "Long-term energy and emissions outlook for the road transport sector of Uzbekistan: Insights from an agent-based energy model," Energy, vol. 339, p. 139106, 2025, https://doi.org/10.1016/j.energy.2025.139106


The dataset is intended to facilitate reproducibility of the study’s findings and support further research in sustainable mobility and energy system modeling. It is licensed under CC BY-NC-SA 4.0
DOI: 10.7910/dvn/vp3nzi
title: Replication Data for: The Repression of Cultural Elites: Evidence from Argentina's Film Industry

description: Replication data and code to reproduce all tables and figures in ``The Repression of Cultural Elites: Evidence from Argentina's Film and Television Industry."
DOI: 10.15468/dl.yphnmf
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplomma serpentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 35 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019622-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17612011
title: Toward Complete Merger Identification at Cosmic Noon with Deep Learning

description: We present the data used in NeurIPS ML4PS accepted paper "Toward Complete Merger Identification at Cosmic Noon with Deep Learning" available at:




arXiv:2511.15006




 

All code is available on github.
DOI: 10.5281/zenodo.17612012
title: Toward Complete Merger Identification at Cosmic Noon with Deep Learning

description: We present the data used in NeurIPS ML4PS accepted paper "Toward Complete Merger Identification at Cosmic Noon with Deep Learning" available at:




arXiv:2511.15006




 

All code is available on github.
DOI: 10.7910/dvn/xfnp4h
title: Replication Data for: Did Shelby County v. Holder Increase the Racial Turnout Gap?

description: Between 1965 and 2013, many states and localities with histories of racial discrimination in their voting practices were required to pre-clear any changes to their electoral policies with the federal government to ensure they would not have racially discriminatory effects. In 2013, the U.S. Supreme Court invalidated Section 4b of the Voting Rights Act (VRA) in &lt;i&gt;Shelby County v. Holder&lt;/i&gt;, effectively nullifying this "preclearance condition" in the VRA. We begin by examining the policies submitted for (and those blocked by) preclearance during the half-century in which it was operative, showing that preclearance largely prevented discriminatory local policies from going into effect. We then leverage nearly a billion individual-level vote records to show that &lt;i&gt;Shelby County&lt;/i&gt; increased the racial turnout gap. We find that these effects were concentrated in counties where policies had been blocked by preclearance; where specifically local policies were constrained by the VRA; and in Republican counties.
DOI: 10.15468/dl.d2sj52
title: Occurrence Download

description: A dataset containing 96481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reseda luteola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 96481 records from 1061 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019591-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.09sbyy
title: Occurrence Download

description: A dataset containing 2309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asplenium fontanum (L.) Bernh.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2309 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000984-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6qbqu
title: Occurrence Download

description: A dataset containing 24333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.96522 43.87877,4.03787 43.87877,4.03917 43.93711,4.00094 43.94604,3.95865 43.93505,3.96522 43.87877))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2014-2024"
 ]
}

 The dataset includes 24333 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186544-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9iimji
title: Occurrence Download

description: A dataset containing 15408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "Issue is Coordinate rounded",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 15408 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000051-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmmw4g
title: Occurrence Download

description: A dataset containing 22157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Thraupis ornata (Sparrman, 1789)"
 ]
}

 The dataset includes 22157 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026975-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyd3il
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Triticum vavilovii Jakubz.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000984-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wvped
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium ×ruppiosum Clemesha"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170166-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.byqpxe
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Amentotaxus argotaenia Pilg.",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 132 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024896-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3p2qp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pithecellobium cynodonticum Barneby & J.W.Grimes"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186546-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c1qqbj
title: Occurrence Download

description: A dataset containing 11959 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Country is Haiti"
 ]
}

 The dataset includes 11959 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000984-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ijgo3o
title: Occurrence Download

description: A dataset containing 2451635 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-105.62256 41.24268,-95.8667 41.24268,-95.8667 46.07666,-100.73914 46.57654,-105.62256 46.07666,-105.62256 41.24268))"
 ]
}

 The dataset includes 2451635 records from 398 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020712-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djajqm
title: Occurrence Download

description: A dataset containing 94385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "TaxonKey is Rhododendron L.",
 "Year 1000-2024"
 ]
}

 The dataset includes 94385 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186394-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqrajk
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium ruckeri Lindl."
 ]
}

 The dataset includes 35 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170159-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.if2qpj
title: Occurrence Download

description: A dataset containing 1060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Araucaria araucana K.Koch",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 1060 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024907-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqouwc
title: Occurrence Download

description: A dataset containing 2818 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Araneae collection (AR) of the Muséum national d'Histoire naturelle (MNHN - Paris)"
 ]
}

 The dataset includes 2818 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000984-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3padj7
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium salaccense (Blume) Lindl."
 ]
}

 The dataset includes 203 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170172-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78snju
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium roseosparsum P.O'Byrne & J.J.Verm."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170153-230224095556074/datasets/export for details.
DOI: 10.15468/dl.qjw2vt
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mammillaria elongata Hemsl."
 ]
}

 The dataset includes 100 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000984-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o12cmb
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Gymnocichla nudiceps (Cassin, 1850)"
 ]
}

 The dataset includes 428 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028140-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46yuqy
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Philodendron esmeraldense Croat"
 ]
}

 The dataset includes 77 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186547-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znne7v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium roseostriatum Ridl."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170154-230224095556074/datasets/export for details.
DOI: 10.15468/dl.laqj8v
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caulerpa scalpelliformis",
 "HasGeospatialIssue is true",
 "HasCoordinate is true"
 ]
}

 The dataset includes 71 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000984-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtyfxk
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Ligularia anoleuca Hand.-Mazz."
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267667-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5qbfp
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium rupicola Ridl."
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170165-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98bl6g
title: Occurrence Download

description: A dataset containing 94802 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Sciurus deppei Peters, 1863",
 "TaxonKey is Sciurus oculatus Peters, 1863",
 "TaxonKey is Sciurus aureogaster F.Cuvier, 1829",
 "TaxonKey is Spermophilus variegatus (Erxleben, 1777)",
 "TaxonKey is Liomys irroratus (Gray, 1868)",
 "TaxonKey is Sylvilagus audubonii (Baird, 1858)",
 "TaxonKey is Dipodomys phillipsii Gray, 1841",
 "TaxonKey is Sylvilagus floridanus (J.A.Allen, 1890)",
 "TaxonKey is Lepus callotis Wagler, 1830",
 "TaxonKey is Glaucomys volans (Linnaeus, 1758)",
 "TaxonKey is Orthogeomys hispidus (Le Conte, 1852)",
 "TaxonKey is Lepus californicus Gray, 1837",
 "TaxonKey is Sphiggurus mexicanus (Kerr, 1792)",
 "TaxonKey is Spermophilus mexicanus (Erxleben, 1777)",
 "TaxonKey is Perognathus flavus Baird, 1855",
 "TaxonKey is Cratogeomys neglectus (Merriam, 1902)",
 "TaxonKey is Dipodomys ordii Woodhouse, 1853"
 ]
}

 The dataset includes 94802 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000984-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ma2ttc
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Macrovipera lebetinus (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000051-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4t926g
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium rugulosum J.J.Sm."
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170158-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4t9xh
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Ligularia fischeri (Ledeb.) Turcz."
 ]
}

 The dataset includes 143 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267670-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.