cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/pw7-mq7-3q3
title: Agonopterix alstroemeriana (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/5ahb2a
title: New material of the trechnotherian mammal Lactodens from the Early Cretaceous Jehol Biota: Comparison with Origolestes and implications for mammal evolution

description: This dataset contains the digitized treatments in Plazi based on the original journal article Mao, Fangyuan, Liu, Cunyu, Meng, Jin (2022): New material of the trechnotherian mammal Lactodens from the Early Cretaceous Jehol Biota: Comparison with Origolestes and implications for mammal evolution. Acta Palaeontologica Polonica 67 (1): 135-153, DOI: 10.4202/app.00918.2021, URL: http://dx.doi.org/10.4202/app.00918.2021
DOI: 10.3535/1eh-60k-srx
title: Globia algae Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t3e-jl9-7p2
title: Meganola strigula ([Denis & Schiffermüller], 1775)

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

description: A dataset containing 5871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dactylis glomerata)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 5871 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056289-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/66h-n1h-gf9
title: Spilosoma lubricipeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rre-m4w-hz7
title: Leucania (Leucania) comma Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0as-sa1-wx0
title: Euxoa (Euxoa) tritici Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/va4-nc6-1p5
title: Sitochroa verticalis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17026/ar/ysoylv
title: PAN-00058551 - cylindrical or disc-shaped Roman block weight

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00058551&lt;/p&gt;
description: Modified: 2025-08-12T10:15:50+02:00
DOI: 10.3535/ngx-38m-0jk
title: Xanthia (Cirrhia) Hübner, 1816

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x6r-bke-al9
title: Plebejus argus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d0l-be7-51c
title: Erebia ligea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lg3-k2h-jre
title: Plebejus argus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8v0-lg0-6gs
title: Eurois occulta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pfq-kxd-haq
title: Epirrhoe galiata ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/662-pwr-y24
title: Lacanobia (Dianobia) suasa [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ese-n9a-phy
title: Erebia ligea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jqa-936-8la
title: Xestia (Pachnobia) distensa Eversmann, 1851

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f3f-303-tf4
title: Spilosoma lubricipeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ww7-5w3-3lt
title: Sitochroa verticalis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bz8-6yr-sdb
title: Coranarta cordigera Thunberg, 1788

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hg-m5f-eas
title: Udea lutealis Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.7910/dvn/xalhi8
title: PDB: 5K59, Crystal structure of LukGH from Staphylococcus aureus in complex with a neutralising antibody. (310K, 37°C, 100 ns)

description: PDB: 5K59, Crystal structure of LukGH from Staphylococcus aureus in complex with a neutralising antibody. (310K, 37°C, 100 ns): random seed #1. PDBs obtained at every 50 ns.
DOI: 10.3535/zz1-n9y-9rl
title: Hada plebeja Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/56b-4c2-d5l
title: Noctua orbona Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mgd-wqf-ask
title: Apamea (Apamea) rubrirena (Treitschke, 1825)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tcs-ta6-4pg
title: Herminia grisealis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n3j-dh6-ajl
title: Polygonia c-album (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fe-3ja-0bz
title: Eurois occulta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dsq-bvn-7j9
title: Pararge Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ang-dlj-006
title: Agonopterix alstroemeriana (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.at3p2a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((105.812 -2.826828, 105.741652 -2.832393, 105.673033 -2.84895, 105.607833 -2.876092, 105.547654 -2.913152, 105.493978 -2.959218, 105.448125 -3.013156, 105.411226 -3.07364, 105.384188 -3.139181, 105.367681 -3.208167, 105.362111 -3.278898, 105.367618 -3.349635, 105.38407 -3.418635, 105.411062 -3.484198, 105.447933 -3.54471, 105.493776 -3.598679, 105.547462 -3.644775, 105.607669 -3.681863, 105.672915 -3.709027, 105.741589 -3.725598, 105.812 -3.731168, 105.882411 -3.725598, 105.951085 -3.709027, 106.016331 -3.681863, 106.076538 -3.644775, 106.130224 -3.598679, 106.176067 -3.54471, 106.212938 -3.484198, 106.23993 -3.418635, 106.256382 -3.349635, 106.261889 -3.278898, 106.256319 -3.208167, 106.239812 -3.139181, 106.212774 -3.07364, 106.175875 -3.013156, 106.130022 -2.959218, 106.076346 -2.913152, 106.016167 -2.876092, 105.950967 -2.84895, 105.882348 -2.832393, 105.812 -2.826828))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056291-251120083545085/datasets/export for details.
DOI: 10.3535/0m4-v61-3jh
title: Fabriciana niobe (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/azj-rl6-9p0
title: Colias palaeno (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/th7-tle-ze3
title: Hypena rostralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9tw-yrl-zac
title: Eumedonia eumedon (Esper, 1780)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tcw-90m-07d
title: Rhodophaea formosa Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.xf34cb
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthocleista laxiflora"
 ]
}

 The dataset includes 67 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056292-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/3q9-p9f-jr5
title: Leptidea sinapis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9qv-n3v-s3y
title: Agonopterix heracliana Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nze-j9m-f57
title: Crambus pratella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tbe-xzz-fls
title: Orthosia (Orthosia) incerta Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gyj-vpt-jz3
title: Erebia lappona Thunberg, 1791

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/823-nw2-r21
title: Lasionycta dovrensis Wocke, 1864

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v88-t9x-h0g
title: Erebia ligea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/96x-12c-d6c
title: Epirranthis diversata ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bs5-tvm-2ey
title: Brenthis ino (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b59-4m4-vyt
title: Udea Guenée, 1845

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7vz-6ey-3g5
title: Leptidea sinapis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qfm-l4p-a4h
title: Diaphora mendica (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/l6w-rn9-jvg
title: Leptidea sinapis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p4e-wd8-ks4
title: Cyclophora pendularia (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hzz-vzr-869
title: Diachrysia stenochrysis (Warren, 1913)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/det-css-nzd
title: Gluphisia crenata (Esper, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dhn-fsb-0re
title: Thumatha senex (Hübner, 1804)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dsr-xv4-q0b
title: Syngrapha interrogationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xx7-ns9-hml
title: Hadena (Anepia) perplexa [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/87y-cag-g3q
title: Pabulatrix pabulatricula (Brahm, 1791)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n7m-hcc-qa0
title: Euphydryas Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wng-brn-y76
title: Chloroclysta siterata (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/vxxghs9wxn.1
title: Tuning mechanical, barrier and water resistance of pectin films through almond shell-derived nanocellulose reinforcement and Ca2+ crosslinking

description: Pectin films were produced from citrus pectin and almond-shell nanocellulose (NC) to assess the effects of NC content (0-6 wt%) and calcium (Ca2+) crosslinking. Films were cast without Ca2+, with Ca2+ in the film-forming solution, or with both Ca2+ in the film-forming solution and additional post-casting Ca2+ bath. NC and Ca2+ during casting caused limited stiffening; however, the bath greatly increased tensile strength and Young’s Modulus, with the strongest effect at 4% NC (up to 102 and 156% higher than the control without NC or crosslinking). Increasing NC concentration improved oxygen barrier properties, reducing oxygen permeability by 48% versus the control (reaching 6.71 ± 0.10·10-21 m3·m/m2·s·Pa for films containing 6 wt% NC), while Ca2+ had no significant effect on oxygen but reduced water vapour permeability by up to 41%. Non-bathed films were fully soluble in water, whereas bath-treated films showed higher water resistance, further enhanced by increasing NC content, reaching solubilities up to 26% lower than the double-crosslinked film without NC (88% solubility). NC also increased thermal stability, raising the main degradation onset by up to 24% relative to the control (158 °C). Overall, sequential Ca2+ crosslinking and residue-derived NC yield pectin films with tunable mechanics, water and thermal resistance and high oxygen barrier, making them very interesting as biodegradable food packaging.
DOI: 10.17632/yf9bk22hn2
title: exp data_2025_Multimodal Driver State and Behavior Dataset

description: Perceived Usefulness Data

Description: This dataset contains subjective evaluations from participants regarding the usefulness of various driver support systems (e.g., Speed-camera support). It includes demographic information (Gender, Group) and a rating score ("Perceived Usefulness") for each support condition.

Biosignal Data

Description: This dataset records physiological responses collected during the driving experiment. It includes metrics related to skin conductance (GSR, SCR) and heart rate variability (PPG, HR, HRV) across different experimental trials, situations, and support conditions.

Driving Performance Data

Description: This dataset tracks vehicle control and driving behavior metrics. It includes average and standard deviation values for vehicle speed, steering wheel operation ("Handle"), and braking intensity during specific driving events and situations.

Gaze Data

Description: This dataset captures eye-tracking and facial expression analysis results. It includes metrics such as gaze distance, eye openness, blink rate, and predicted emotional states (e.g., Neutral, Sad, Angry) derived from facial recognition during the driving sessions.
DOI: 10.3535/ev3-eky-y2e
title: Autographa pulchrina (Haworth, 1809)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5lz-0n0-20f
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p0z-fxd-rr3
title: Euphydryas Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/yf9bk22hn2.1
title: exp data_2025_Multimodal Driver State and Behavior Dataset

description: Perceived Usefulness Data

Description: This dataset contains subjective evaluations from participants regarding the usefulness of various driver support systems (e.g., Speed-camera support). It includes demographic information (Gender, Group) and a rating score ("Perceived Usefulness") for each support condition.

Biosignal Data

Description: This dataset records physiological responses collected during the driving experiment. It includes metrics related to skin conductance (GSR, SCR) and heart rate variability (PPG, HR, HRV) across different experimental trials, situations, and support conditions.

Driving Performance Data

Description: This dataset tracks vehicle control and driving behavior metrics. It includes average and standard deviation values for vehicle speed, steering wheel operation ("Handle"), and braking intensity during specific driving events and situations.

Gaze Data

Description: This dataset captures eye-tracking and facial expression analysis results. It includes metrics such as gaze distance, eye openness, blink rate, and predicted emotional states (e.g., Neutral, Sad, Angry) derived from facial recognition during the driving sessions.
DOI: 10.3535/ahq-lw5-wny
title: Agonopterix ciliella Stainton, 1849

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pc6-hv5-zbf
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.7910/dvn/nek34c
title: PDB: 5K59, Crystal structure of LukGH from Staphylococcus aureus in complex with a neutralising antibody. (311K, 38°C, 100 ns)

description: PDB: 5K59, Crystal structure of LukGH from Staphylococcus aureus in complex with a neutralising antibody. (311K, 38°C, 100 ns): random seed #1. PDBs obtained at every 50 ns.
DOI: 10.17632/7bxgcgsyd5
title: Supplementary Data

description: This is the supplementary data for the paper RA-ART-10-2025-007790.R1
DOI: 10.3535/5mm-v4s-fjr
title: Elophila nymphaeata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/7bxgcgsyd5.1
title: Supplementary Data

description: This is the supplementary data for the paper RA-ART-10-2025-007790.R1
DOI: 10.3535/2jt-0wj-4m8
title: Eupithecia immundata (Lienig & Zeller, 1846)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rpt-5df-gd7
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/g5wd8bhdw9
title: jjc

description: Preparation of citrate-esterified corn starch via synergistic enzymatic debranching and infrared radiation: Physicochemical properties, multilayer structure and potential mechanism
DOI: 10.3535/dz1-cf0-x2l
title: Scoliopteryx libatrix (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/k8l-h0h-52q
title: Borkhausenia Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adb-x28-v2z
title: Chilodes maritima (Tauscher, 1806)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qm3-x51-cpy
title: Tholera cespitis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/g5wd8bhdw9.1
title: jjc

description: Preparation of citrate-esterified corn starch via synergistic enzymatic debranching and infrared radiation: Physicochemical properties, multilayer structure and potential mechanism
DOI: 10.3535/tmh-b0x-nbw
title: Ennomos autumnaria (Werneburg, 1859)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/blw-2pw-qkv
title: Jodis lactearia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dfd-4vz-w53
title: Spilosoma lubricipeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.7937/k9/tcia.2016.xhsokcdc
title: Image Data Used in the Simulations of The Role of Image Compression Standards in Medical Imaging: Current Status and Future Trends (Image-Compression-Simulation)
title: Image-Compression-Simulation

description: These are the 3D image data used in the simulations of the paper "The Role of Image Compression Standards in Medical Imaging: Current Status and Future Trends". 10 series per collection were selected from CT COLONOGRAPHY (ACRIN 6664), Data from The Lung Image Database Consortium (LIDC) and Image Database Resource Initiative (IDRI): A completed reference database of lung nodules on CT scans (LIDC-IDRI), The Cancer Genome Atlas Breast Invasive Carcinoma Collection (TCGA-BRCA), and The Cancer Genome Atlas Glioblastoma Multiforme Collection (TCGA-GBM) for analysis.  Lossless and lossy compression algorithms, including JPEG, JPEG-LS, JPEG-XR, JPEG2000, HEVC, are used to compress and decompress the images. Their performances are compared in the paper.
DOI: 10.3535/a56-t3t-6g7
title: Crambus nemorella Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dz5-afd-hnz
title: Apamea (Apamea) unanimis (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17939706
title: Mechanochemical disassembly pathways of self-assembled PdnL2n supramolecular architectures

description: This Zenodo record contains data associated with the paper “Mechanochemical disassembly pathways of self-assembled PdnL2n supramolecular architectures.” It includes the fine-tuned Universal Model for Atoms S (UMA-S-PdN) provided as a PyTorch checkpoint (.pt), as well as training/validation/test datasets in ASE LMDB format (.aselmdb). Example trajectories for the two systems studied in this work are provided in XYZ format (.xyz) and include every 100th frame from the original trajectories. Minimal Python code is included to load the .aselmdb files.
DOI: 10.3535/flp-zgh-c6l
title: Cosmia (Calymnia) trapezina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17939705
title: Mechanochemical disassembly pathways of self-assembled PdnL2n supramolecular architectures

description: This Zenodo record contains data associated with the paper “Mechanochemical disassembly pathways of self-assembled PdnL2n supramolecular architectures.” It includes the fine-tuned Universal Model for Atoms S (UMA-S-PdN) provided as a PyTorch checkpoint (.pt), as well as training/validation/test datasets in ASE LMDB format (.aselmdb). Example trajectories for the two systems studied in this work are provided in XYZ format (.xyz) and include every 100th frame from the original trajectories. Minimal Python code is included to load the .aselmdb files.