cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/dfv-seg-4rt
title: Agonopterix conterminella Zeller, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p89-fn8-plc
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3tj-1qp-lxs
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mqq-1q6-5by
title: Polychrysia moneta (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2gd-y49-nbh
title: Calliteara abietis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r66-h8n-kqm
title: Miltochrista miniata (Forster, 1771)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/78y-epc-7vt
title: Boloria aquilonaris (Stichel, 1908)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zxj-cne-mnj
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/964-9m7-sjh
title: Agonopterix conterminella Zeller, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wy5-h0a-g20
title: Boloria aquilonaris (Stichel, 1908)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0hn-zdc-tj3
title: Borkhausenia Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ygd-edb-4j2
title: Lasionycta Aurivillius, 1892

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ltr-7fn-2sq
title: Sympistis heliophila Paykull, 1793

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t49-cz5-3dx
title: Mniotype satura [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fh5-333-dje
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tbc-ea4-gys
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/azv-c9s-lnx
title: Aporia crataegi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fp9-45d-klr
title: Sympistis heliophila Paykull, 1793

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4mw-nf7-e82
title: Eudonia sudetica Zeller, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w4x-aq3-1cj
title: Agrochola (Sunira) Franclemont, 1950

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5wz-5bc-1gy
title: Borkhausenia Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lhn-2cn-whk
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.kc6a5n
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aotus zonalis",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 195 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030707-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/8s7-qb3-kh7
title: Hypochalcia ahenella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zdv-bxx-v5p
title: Diacrisia sannio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ptd-s1r-tbd
title: Polymixis (Polymixis) polymita Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/18t-9hp-43g
title: Catoptria pinella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xal-gs7-fxc
title: Catoptria pinella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6vh-28a-j3s
title: Eupithecia tantillaria Boisduval, 1840

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t3b-lfm-rdz
title: Borkhausenia Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3sj-alc-8r2
title: Eudonia sudetica Zeller, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zm0-lp9-5na
title: Sympistis heliophila Paykull, 1793

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kvy-wvn-0qt
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v6e-nx4-hye
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/03k-9yq-1sz
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fm2-3m2-143
title: Mniotype satura [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/39l-7xw-9xt
title: Borkhausenia Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17822174
title: Digitalization, pollution and innovative development of Ukrainian regions

description: Data on Digitalization, pollution and innovative development of Ukrainian regions were collected from open sources of the State Statistics Service of Ukraine. Relative indicators in the structure of general values were calculated. Data were collected and shown as of the pre-war period.

 
description: NAME: Data on Digitalization, pollution and innovative development of Ukrainian regions: datasetAuthor:   Koblianska I.I.,   Kubatko O.V.

Identifier: https://doi.org/10.5281/zenodo.17822320 

Date of publication: 04 December 2025

Period of collection formation: 01 July 2025 – 30 November 2025

Number of items in the list: 15

Topic: Data on Digitalization, pollution and innovative development of Ukrainian regions 

Funding: "Fundamentals of Sustainable and Inclusive Regional Spatial Development for Post-War Reconstruction in the Context of Digital Transformation" (# 0125U001620, 2025-2027)

Rights: Creative Commons Attribution 4.0 International (CC BY 4.0)

Language:   English

Hosting: Zenodo

Methodology: Data on Digitalization, pollution and innovative development of Ukrainian regions were collected from open sources of the State Statistics Service of Ukraine. Relative indicators in the structure of general values were calculated. Data were collected and shown as of the pre-war period dating 2020.
DOI: 10.5281/zenodo.17822320
title: Digitalization, pollution and innovative development of Ukrainian regions

description: Data on Digitalization, pollution and innovative development of Ukrainian regions were collected from open sources of the State Statistics Service of Ukraine. Relative indicators in the structure of general values were calculated. Data were collected and shown as of the pre-war period.

 
description: NAME: Data on Digitalization, pollution and innovative development of Ukrainian regions: datasetAuthor:   Koblianska I.I.,   Kubatko O.V.

Identifier: https://doi.org/10.5281/zenodo.17822320 

Date of publication: 04 December 2025

Period of collection formation: 01 July 2025 – 30 November 2025

Number of items in the list: 15

Topic: Data on Digitalization, pollution and innovative development of Ukrainian regions 

Funding: "Fundamentals of Sustainable and Inclusive Regional Spatial Development for Post-War Reconstruction in the Context of Digital Transformation" (# 0125U001620, 2025-2027)

Rights: Creative Commons Attribution 4.0 International (CC BY 4.0)

Language:   English

Hosting: Zenodo

Methodology: Data on Digitalization, pollution and innovative development of Ukrainian regions were collected from open sources of the State Statistics Service of Ukraine. Relative indicators in the structure of general values were calculated. Data were collected and shown as of the pre-war period dating 2020.
DOI: 10.3535/6md-f0b-6wq
title: Panthea coenobita (Esper, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mwq-ttj-xf5
title: Hypena proboscidalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4ae-kv5-ykq
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nm9-gr5-d14
title: Tholera cespitis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b2w-tha-azh
title: Hypochalcia ahenella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pkm-0s6-sme
title: Catoptria pinella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.12545051
title: Data, scripts and code for 'Space-time species distribution modeling with opportunistic presence-only data: a case study of passerines in a protected area'

description: Three Zenodo repositories are linked to the preprint Space-time Species Distribution Modeling for Opportunistic Presence-Only Data: A Case Study of Passerines in a Protected Area  (Lasgorceux et al., unpublished, https://hal.science/hal-04616332):



Data, scripts, and code (Lasgorceux et al., Zenodo, https://doi.org/10.5281/zenodo.12545052)

Outputs from fitted models across the cross-validation scenarios (Lasgorceux et al., Zenodo, https://doi.org/10.5281/zenodo.12544212)

Supplementary information at (Lasgorceux et al., Zenodo, https://doi.org/10.5281/zenodo.12541412)


This repository contains data, scripts, and code. It is organized into two main directories: Materials and Methods, and Results.

Materials and Methods

The raw data can be accessed in the Materials_and_Methods/Data directory. The processed data used for modeling is available in Materials_and_Methods/Data_for_modeling/Data_for_modeling.RData. All scripts for data processing are located in Materials_and_Methods/Processing_scripts. The Plots_and_Figures directory includes illustrations of the data used for modeling, such as PCA correlation plots presented in Supplementary information. The main script for running the model for each species is Main_script.R.

Results

The Results directory contains three subdirectories and the script Models_Outputs.R. The Results/Fitted_models directory includes all .RData files with fitted models for each species. The script Models_Outputs.R generates all outputs (Figures, Tables, Numbers) included in the paper and additional results in the Supplementary Information, except for Figure 1 and AUC values. For these, refer to Lasgorceux et al., Zenodo, https://doi.org/10.5281/zenodo.12544212. The plots are stored in the Results/Plots folder, while Results/RData contains intermediate .RData files created by Models_Outputs.R to manage computational costs.
DOI: 10.5281/zenodo.17825658
title: Data, scripts and code for 'Space-time species distribution modeling with opportunistic presence-only data: a case study of passerines in a protected area'

description: Three Zenodo repositories are linked to the preprint Space-time Species Distribution Modeling for Opportunistic Presence-Only Data: A Case Study of Passerines in a Protected Area  (Lasgorceux et al., unpublished, https://hal.science/hal-04616332):



Data, scripts, and code (Lasgorceux et al., Zenodo, https://doi.org/10.5281/zenodo.12545052)

Outputs from fitted models across the cross-validation scenarios (Lasgorceux et al., Zenodo, https://doi.org/10.5281/zenodo.12544212)

Supplementary information at (Lasgorceux et al., Zenodo, https://doi.org/10.5281/zenodo.12541412)


This repository contains data, scripts, and code. It is organized into two main directories: Materials and Methods, and Results.

Materials and Methods

The raw data can be accessed in the Materials_and_Methods/Data directory. The processed data used for modeling is available in Materials_and_Methods/Data_for_modeling/Data_for_modeling.RData. All scripts for data processing are located in Materials_and_Methods/Processing_scripts. The Plots_and_Figures directory includes illustrations of the data used for modeling, such as PCA correlation plots presented in Supplementary information. The main script for running the model for each species is Main_script.R.

Results

The Results directory contains three subdirectories and the script Models_Outputs.R. The Results/Fitted_models directory includes all .RData files with fitted models for each species. The script Models_Outputs.R generates all outputs (Figures, Tables, Numbers) included in the paper and additional results in the Supplementary Information, except for Figure 1 and AUC values. For these, refer to Lasgorceux et al., Zenodo, https://doi.org/10.5281/zenodo.12544212. The plots are stored in the Results/Plots folder, while Results/RData contains intermediate .RData files created by Models_Outputs.R to manage computational costs.
DOI: 10.3535/e0s-yh4-0pg
title: Catoptria pinella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rea-4rm-6vx
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a31-yqx-02z
title: Chersotis cuprea [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nq2-syc-c65
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3d4-nb2-py6
title: Colias hyale (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5jk-95t-k9s
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b2m-rwy-5gl
title: Tholera cespitis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rjz-m73-vg5
title: Sympistis heliophila Paykull, 1793

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3x6-b2h-s0z
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/klq-gpa-eqn
title: Arctia aulica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r6c-3qs-8vd
title: Borkhausenia Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g6j-21v-10a
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j90-b7k-2zc
title: Mniotype satura [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/82v-f5l-1rk
title: Venusia cambrica Curtis, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nkt-60f-wqr
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9pc-mtw-ml0
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nz8-014-r1w
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9vc-25v-c1n
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t5n-eex-rtn
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d5l-x1e-a57
title: Catoptria pinella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hcg-1sa-lbf
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2a7-3fh-229
title: Colias hyale (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d2l-mby-mfr
title: Orgyia (Thylacigyna) antiquoides (Hübner, 1822)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d8g-ssa-cyn
title: Colias hyale (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zbd-a54-cjj
title: Globia sparganii Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6kn-xel-607
title: Chersotis cuprea [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f9m-4xd-aet
title: Catoptria pinella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0g4-99l-2qz
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.6084/m9.figshare.28069802
title: TadpoleTraits

description: Functional diversity is an important dimension of biodiversity. In animals, most species have complex life cycles, that the same species can display great differences in traits and ecological roles across different life history stages. Consequently, the patterns and driving factors of functional diversity can vary considerably among the different life stages. However, research on stages other than adults is rare, with data scarcity being a potential reason. The order Anura of Amphibian is a highly diverse group of terrestrial vertebrates, comprising more than 7,800 species. Anurans have complex life cycles, and our knowledge about functional traits of the larval stage is extremely limited. To fill this gap, we collected morphological traits of global tadpoles and compiled a database covered 1,993 species to facilitate future studies. This database can help us gain a more comprehensive understanding on anuran biodiversity. Additionally, it offers a valuable tool for testing ecological and evolutionary hypotheses related to complex life cycles in animals.
DOI: 10.6084/m9.figshare.28069802.v6
title: TadpoleTraits

description: Functional diversity is an important dimension of biodiversity. In animals, most species have complex life cycles, that the same species can display great differences in traits and ecological roles across different life history stages. Consequently, the patterns and driving factors of functional diversity can vary considerably among the different life stages. However, research on stages other than adults is rare, with data scarcity being a potential reason. The order Anura of Amphibian is a highly diverse group of terrestrial vertebrates, comprising more than 7,800 species. Anurans have complex life cycles, and our knowledge about functional traits of the larval stage is extremely limited. To fill this gap, we collected morphological traits of global tadpoles and compiled a database covered 1,993 species to facilitate future studies. This database can help us gain a more comprehensive understanding on anuran biodiversity. Additionally, it offers a valuable tool for testing ecological and evolutionary hypotheses related to complex life cycles in animals.
DOI: 10.3535/tjl-4tm-mjh
title: Perizoma bifaciata (Haworth, 1809)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xr5-sax-8mg
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.6084/m9.figshare.28069802.v5
title: TadpoleTraits

description: Functional diversity is an important dimension of biodiversity. In animals, most species have complex life cycles, that the same species can display great differences in traits and ecological roles across different life history stages. Consequently, the patterns and driving factors of functional diversity can vary considerably among the different life stages. However, research on stages other than adults is rare, with data scarcity being a potential reason. The order Anura of Amphibian is a highly diverse group of terrestrial vertebrates, comprising more than 7,800 species. Anurans have complex life cycles, and our knowledge about functional traits of the larval stage is extremely limited. To fill this gap, we collected morphological traits of global tadpoles and compiled a database covered 1,993 species to facilitate future studies. This database can help us gain a more comprehensive understanding on anuran biodiversity. Additionally, it offers a valuable tool for testing ecological and evolutionary hypotheses related to complex life cycles in animals.
DOI: 10.15468/dl.6hd8tv
title: Occurrence Download

description: A dataset containing 4308176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 "Country is Colombia",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (October, September, November, December)",
 "PublishingOrg is e2e717bf-551a-4917-bdc9-4fa0f342c530",
 "Year 2022-2025"
 ]
}

 The dataset includes 4308176 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030676-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/c6p-317-zjs
title: Tholera cespitis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d5b-jvl-qs5
title: Mniotype satura [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.