cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14947930
title: Perceptual maps of Heliconiini butterflies: images, 3D spaces, 2D maps, and mimicry ring listings

description: Summary

This repository contains images, 3D animated spaces, 2D perceptual maps with GMM, and mimicry ring lists for heliconiine butterflies complementing the analyses presented in this research paper: "Doré et al., 2025 - Perceptual maps reveal rampant convergence in butterfly wing patterns across the Neotropics. in prep.".

Abstract

    In 1879, Fritz Müller formulated the first mathematical evolutionary model to explain mutualistic mimicry between coexisting defended prey. Yet, the degree to which local mimicry drives the structure of prey aposematic signals at continental scale remains unclear, because the perception of pattern similarity has never been assessed at large spatial scale. Here, we implement a Citizen Science survey to quantify and analyze the structure of perceived variation in the wing patterns of heliconiine butterflies (Nymphalidae: Heliconiini) throughout the entire Neotropics. Despite a continuum of perceived wing patterns at the continental scale, we show that the convergence of sympatric species into discrete mimicry rings is ubiquitous among communities. These results expand Müller’s historical predictions by supporting the rampant convergence of prey signals across an entire continent.  

Contents

This repository contains three folders:



"3D_maps" contains the animated 3D perceptual spaces of heliconiine wing patterns for the Citizen Science dataset (N = 432) and the Local reference for the five local communities highlighted in the article.

"Clustering" contains the 2D perceptual maps and associated lists of mimicry rings built for each of the five local communities, for different level of clustering from GMM (K from 5 to 10).

"Images" contains the 432 images of dorsal wing patterns of heliconiine butterflies used in the online survey (https://memometic.cleverapps.io/) designed for this study.


How to cite

Please cite this research article as:



Doré, M., Pérochon, E., Aubier, T.G., Le Poul, Y., Joron, M., Elias, M., 2025. Perceptual maps reveal rampant convergence in butterfly wing patterns across the Neotropics. in prep. https://doi.org/TBA


Associated ressources

The source codes for the analyses carried out in the study are available on GitHub. The occurrences data and distribution maps used in this study are publicly available from Zenodo: Occurrences data at https://doi.org/10.5281/zenodo.10906853; Distribution maps at https://doi.org/10.5281/zenodo.10903661.

The online Citizen Science survey on the perception of mimicry in wing color patterns of heliconiine butterflies is temporary available at https://memometic.cleverapps.io/.Source code for the online Citizen Science survey are accessible on GitHub.
DOI: 10.5281/zenodo.14941345
title: Data for "Anyon braiding and telegraph noise in a graphene interferometer"

description: Repository containing all data sets and analysis codes for the main and supplementary figures of "Anyon braiding and telegraph noise in a graphene interferometer." 

Powerpoint files track data taken and notes recorded during measurement.
DOI: 10.5281/zenodo.14941346
title: Data for "Anyon braiding and telegraph noise in a graphene interferometer"

description: Repository containing all data sets and analysis codes for the main and supplementary figures of "Anyon braiding and telegraph noise in a graphene interferometer." 

Powerpoint files track data taken and notes recorded during measurement.
DOI: 10.15468/dl.2k6xsh
title: Occurrence Download

description: A dataset containing 2069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Argentina, Brazil, Paraguay)",
 "TaxonKey is Buteogallus coronatus (Vieillot, 1817)",
 "Year 1000-2024"
 ]
}

 The dataset includes 2069 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001246-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14947850
title: A hybrid origin for the Martian atmosphere

description: The Martian isotopic record displays a dichotomy in volatile compositions. Interior volatiles from the mantle record a chondritic heritage (e.g., H, N, Kr, Xe) whereas the atmospheric reservoir of Kr and Xe – which do not currently experience escape – record heritage from a solar-like source. Motivated by disparate inferences on the source of Martian atmospheric volatiles (outgassed versus nebular captured), we consider hybrid-source accretionary atmospheres in which a high molecular weight (e.g., CO2-rich) outgassed component is mixed in with the low molecular weight H2-rich nebular atmosphere. We conduct calculations of nebular capture with and without a high molecular weight outgassed component mixed into the atmosphere during the lifetime of the solar nebula. Mixing an outgassed component enhances the nebular captured gas inventory by ≈1-3 orders of magnitude – depending on the outgassed inventory – relative to “pure” nebular capture. These observations and calculations suggest that the Martian atmosphere arose as a subequal mixture of outgassed and nebular-derived components, and provide a framework for assessing the role of various mechanisms of gas loss over the entire history of the planet.
DOI: 10.5281/zenodo.14947851
title: A hybrid origin for the Martian atmosphere

description: The raw data used to produce Figure 1 and Figure 4 in Pahlevan et al. 2015 are presented here.
DOI: 10.5281/zenodo.14947895
title: A hybrid origin for the Martian atmosphere

description: The Martian isotopic record displays a dichotomy in volatile compositions. Interior volatiles from the mantle record a chondritic heritage (e.g., H, N, Kr, Xe) whereas the atmospheric reservoir of Kr and Xe – which do not currently experience escape – record heritage from a solar-like source. Motivated by disparate inferences on the source of Martian atmospheric volatiles (outgassed versus nebular captured), we consider hybrid-source accretionary atmospheres in which a high molecular weight (e.g., CO2-rich) outgassed component is mixed in with the low molecular weight H2-rich nebular atmosphere. We conduct calculations of nebular capture with and without a high molecular weight outgassed component mixed into the atmosphere during the lifetime of the solar nebula. Mixing an outgassed component enhances the nebular captured gas inventory by ≈1-3 orders of magnitude – depending on the outgassed inventory – relative to “pure” nebular capture. These observations and calculations suggest that the Martian atmosphere arose as a subequal mixture of outgassed and nebular-derived components, and provide a framework for assessing the role of various mechanisms of gas loss over the entire history of the planet.
DOI: 10.5281/zenodo.14947947
title: Single-Agent Rituximab and Ultra-Low-Dose Adaptive Radiotherapy for the Treatment of Indolent B-cell Non-Hodgkin Lymphomas (iNHL)
DOI: 10.5281/zenodo.14947948
title: Single-Agent Rituximab and Ultra-Low-Dose Adaptive Radiotherapy for the Treatment of Indolent B-cell Non-Hodgkin Lymphomas (iNHL)
DOI: 10.15468/dl.xzsmp2
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Brazil, Paraguay, Argentina)",
 "TaxonKey is Buteogallus urubitinga urubitinga",
 "Year 1000-2024"
 ]
}

 The dataset includes 144 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001247-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxeppt
title: Occurrence Download

description: A dataset containing 2167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "TaxonKey is Buteogallus lacernulatus (Temminck, 1827)",
 "Year 1000-2024"
 ]
}

 The dataset includes 2167 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001265-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6pr99
title: Occurrence Download

description: A dataset containing 672 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ammannia latifolia L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 672 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001266-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hujqam
title: Occurrence Download

description: A dataset containing 384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ruellia prostrata Poir.)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 384 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001248-250227182430271/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.27948192
title: Datasets of Fault and Fault-Free VAV Terminal Units in Multi-Zone Commercial Buildings: Stuck Dampers and Biased Airflow Sensors

description: Datasets of Fault and Fault-Free VAV Terminal Units in Multi-Zone Commercial Buildings: Stuck Dampers and Biased Airflow Sensors
DOI: 10.6084/m9.figshare.27948192.v1
title: Datasets of Fault and Fault-Free VAV Terminal Units in Multi-Zone Commercial Buildings: Stuck Dampers and Biased Airflow Sensors

description: Datasets of Fault and Fault-Free VAV Terminal Units in Multi-Zone Commercial Buildings: Stuck Dampers and Biased Airflow Sensors
DOI: 10.15468/dl.u4awsk
title: Occurrence Download

description: A dataset containing 620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poa pratensis L.",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasGeospatialIssue is false",
 "Country is Canada",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 620 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001249-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2azdnd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thyrsacanthus tubaeformis (Bertol.) Nees)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001250-250227182430271/datasets/export for details.
DOI: 10.15468/dl.833sw3
title: Occurrence Download

description: A dataset containing 14097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ammi majus L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 14097 records from 497 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001251-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/d9ngfbjxp3.1
title: Improved survival at the population level for patients with advanced Merkel cell carcinoma following availability of immunotherapy

description: Supplemental figure 1 relative survival by year of diagnosis and extent of MCC at presentation.
Supplemental figure 2 24-month overall survival by year of diagnosis and extent of Merkel cell carcinoma at presentation.
DOI: 10.17632/w65243ywj6.1
title: Divergent opioid-mediated suppression of inhibition between hippocampus and neocortex across species and development

description: Raw data for manuscript figures: Caccavano et al. "Divergent opioid-mediated suppression of inhibition between hippocampus and neocortex across species and development" 2025. Data organized into individual zip files corresponding to each figure.
DOI: 10.15468/dl.ka7edy
title: Occurrence Download

description: A dataset containing 488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Epidendrum ciliare L."
 ]
}

 The dataset includes 488 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001253-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xejyms
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Boana albopunctata (Spix, 1824)"
 ]
}

 The dataset includes 145 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001252-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3akxjz
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bambusa bambos (L.) Voss)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 135 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001255-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gqbcu
title: Occurrence Download

description: A dataset containing 23344 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Desmodus Wied-Neuwied, 1826"
 ]
}

 The dataset includes 23344 records from 385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001267-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3rquq
title: Occurrence Download

description: A dataset containing 1328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-103.67704 52.05643,-100.94974 52.05643,-100.94974 53.22324,-103.67704 53.22324,-103.67704 52.05643))",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 1328 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001256-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8936aj
title: Occurrence Download

description: A dataset containing 1693 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytocoris ulmi (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1693 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009584-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wua8b7
title: Occurrence Download

description: A dataset containing 650 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is University of Florida Herpetology",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crocodylia"
 ]
}

 The dataset includes 650 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009471-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cq6ky
title: Occurrence Download

description: A dataset containing 111214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudotsuga menziesii (Mirb.) Franco)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 111214 records from 847 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009580-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcndpj
title: Occurrence Download

description: A dataset containing 63838 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Tlaxcala"
 ]
}

 The dataset includes 63838 records from 291 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009577-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhzxs6
title: Occurrence Download

description: A dataset containing 1398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tapirus terrestris (Linnaeus, 1758)"
 ]
}

 The dataset includes 1398 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009472-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8frmsf
title: Occurrence Download

description: A dataset containing 14469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psidium cattleianum Afzel. ex Sabine)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 14469 records from 226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009587-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dnagy
title: Occurrence Download

description: A dataset containing 793 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytocoris populi (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 793 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009473-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgux6m
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Araneae",
 "Geometry POLYGON ((-0.5596234 47.51271, -0.5642075 47.50846, -0.5383745 47.50232, -0.5280588 47.51004, -0.55536 47.51432, -0.5596234 47.51271))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED, NATURALISED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 500",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009588-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtcpc2
title: Occurrence Download

description: A dataset containing 31349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psidium guajava L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 31349 records from 608 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009474-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110874632
title: Persepolis Fortification Elamite Tablet 0495, PF-NN 0495

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF-NN 0495 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Aramaic ink inscription on right edge, obverse, reverse and bottom edge toward right edge. Seal impression on left edge. ❧ [Physical Object Note:] Minor chipping on obverse toward round edge and reverse.
DOI: 10.15468/dl.q4yfqg
title: Occurrence Download

description: A dataset listing the 61 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.86879 36.09064,-5.61099 35.94975,-5.37517 36.0087,-5.44312 36.30248,-5.78985 36.33245,-5.86879 36.09064))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset's 61 records were derived from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061327-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.