cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15288729
title: Lightning Model Data for Uden (2025) Study

description: This repository contains:



Input data used to drive lightning prediction models.

Model outputs generated from linear, Gamma GLM, and Gamma Bayesian models.


Contents:



input_data/



daily_drivers.csv: climate drivers and lighting strike counts summarized to daily averages.

monthly_drivers._drivers.csvcsv: climate drivers and lighting strike counts summarized to summer (May-September) averages.


model_outputs/



Tabel_1.csv: table of model descriptions

Table_2.csv through Table_5.csv: Summary tables of parameter estimates.

*_performance.csv: Model evaluation metrics (RMSE, Correlation, S-score) from different models.

*_predictions.csv: Lightning strike rate predictions from different models.



 

Data cover the Northeastern USA (New England and New York) for the years 2005 - 2010. Raw ERA5 climate data were downloaded from Copernicus Climate Change Service and include CAPE (J/kg), 2 meter temperature (℃), instantaneous 10 meter wind gust (m/s), mean surface downward short-wave radiation flux (W/m2), surface pressure (Pa), mean total precipitation rate (kg/m2/s), and relative humidity (%, calculated from temperature and 2 meter dew point temperature). Raw daily lighting strike count data were provided by the Vaisala Lightning Detection Network.

References:

Hersbach, Hans, Bill Bell, Paul Berrisford, Shoji Hirahara, András Horányi, Joaquín Muñoz-Sabater, Julien Nicolas, Carole Peubey, Raluca Radu, Dinand Schepers, Adrian Simmons, Cornel Soci, Saleh Abdalla, Xavier Abellan, Gianpaolo Balsamo, Peter Bechtold, Gionata Biavati, Jean Bidlot, Massimo Bonavita, Giovanna De Chiara, Per Dahlgren, Dick Dee, Michail Diamantakis, Rossana Dragani, Johannes Flemming, Richard Forbes, Manuel Fuentes, Alan Geer, Leo Haimberger, Sean Healy, Robin J. Hogan, Elías Hólm, Marta Janisková, Sarah Keeley, Patrick Laloyaux, Philippe Lopez, Cristina Lupu, Gabor Radnoti, Patricia de Rosnay, Iryna Rozum, Freja Vamborg, Sebastien Villaume, and Jean-Noël Thépaut. 2020. “The ERA5 Global Reanalysis.” Quarterly Journal of the Royal Meteorological Society 146(730):1999–2049. doi: 10.1002/qj.3803.

Vaisala, Inc. n.d. “Vaisala National Lightning Detection Network.”
DOI: 10.25345/c5bc3t89d
title: MassIVE MSV000097738 - Eugenia uniflora polar extract: GC-MS
title: Untargeted metabolomics of the polar and nonpolar fractions of leaf extracts from Eugenia uniflora seedlings exposed to ozone stress, drought stress, and combined stresses.
DOI: 10.6084/m9.figshare.28876178
title: THE IMPACT TECHNOLOGICAL INNOVATION IN MODERN FAST.pdf

description: Technological innovation has significantly transformed the fast-food industry, introducing self-service kiosks as a solution to enhance customer experience and streamline operations. The increasing adoption of digital solutions in fast food reflects broader societal shifts towards automation and self-service. Modern consumers have become accustomed to seamless, technology-enabled experiences in various sectors, from retail to banking. These kiosks offer customers the convenience of customizing their orders, reducing wait times, and minimizing human error in transactions, thereby improving overall satisfaction (Baskerville et al., 2020). For fast food chains, the adoption of self-service kiosks has the potential to increase operational efficiency by optimizing staff allocation and expediting service delivery (McKinsey & Company, 2021). In the fast-food context, self-service kiosks are part of a larger digital ecosystem that includes mobile ordering apps, contactless payments, and integrated loyalty programs. These systems cater to a growing demand for convenience, personalization, and speed in service.
DOI: 10.3535/nsn-bx1-cfv
title: Chauvetia mamillata (Risso, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z21-g6m-6xh
title: Cerion uva (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3k1-azk-6w1
title: Retusa umbilicata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zyd-x4e-26g
title: Cepaea nemoralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/891-1bj-0pw
title: Alvania mamillata Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/084-62g-w2k
title: Xylophaga dorsalis (W. Turton, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c8r-p3z-wjg
title: Opalia crenata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j11-lp0-jgd
title: Helix figulina Rossmässler, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d9k-w1z-wyw
title: Hemilepton nitidum (W. Turton, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/erc-6w7-25q
title: Papillicardium minimum (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/ar/slrxbm
title: Bouwhistorische verkenning Boven Havendijk 42 's-Gravendeel
title: Brouwerij 'De Bel'

description: Het brouwerijcomplex is in fasen ontstaan, waarbij elk van de vier gebouwen een eigen bouwjaar heeft. Binnenin deze gebouwen zijn er bouwsporen die duiden op enkele mutaties naderhand, maar deze zijn gering.

De ontwikkelingsgeschiedenis van het complex begint met de bouw van gebouw A rond 1850. Hierna zijn gebouw C en B rondom 1880, op de plaats waar volgens het kadaster eerder al bebouwing is geweest. Het complex wordt voltooid met de bouw van gebouw D rond 1900. Hierna blijft gebouw A vrijwel in oorspronkelijke staat. Het zal meer en meer als pakhuis gebruikt worden dan als fabrieksgebouw en heeft deze functie in zekere zin gehandhaafd. Gebouw B heeft dienst gedaan als kantoor. Gebouw C en D zijn nog diverse malen aangepast voor nieuwe indeling voor (stoom-)machine en ketels.

Het complex is vele jaren slechts voor opslag gebruikt en hierdoor in nagenoeg authentieke staat overgeleverd met een volledige inventaris van een bierbrouwerij. Dit omvat onder andere een complete eestoven, ingemetselde ketel, aandrijfwerk en zuigers.
DOI: 10.3535/1ar-5pn-7p0
title: Chloritis teres Gude, 1906

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/73m-91m-h4w
title: Burnupena cincta (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8cc-ey7-lv1
title: Xenoskenea pellucida (Monterosato, 1874)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0et-5ys-0np
title: Arca noae Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zxz-pkq-662
title: Brachidontes pharaonis (P. Fischer, 1870)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qcd-t47-7w4
title: Phrontis vibex (Say, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tmb-mhj-fwp
title: Chilostoma Fitzinger, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k7b-0rb-n3b
title: Cerastoderma edule (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vbf-rvn-e5z
title: Perforatella bidentata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5517/ccdc.csd.cc2847l8
title: CCDC 2089449: Experimental Crystal Structure Determination

description: Related Article: Megan Mohadjer Beromi, Jarod M. Younker, Hongyu Zhong, Tyler P. Pabst, Paul J. Chirik|2021|J.Am.Chem.Soc.|143|17793|doi:10.1021/jacs.1c08912
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/3ns-arv-fvb
title: Mastus athensis jaczewskii (A. J. Wagner, 1928)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9h8-5kp-1sn
title: Spiralina alpinoligustica (Sacco, 1892)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fh2-g8c-qqt
title: Metafruticicola naxiana (A. Férussac, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7yg-s21-b1r
title: Ena montana (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r55-t4l-ymh
title: Leptoconchus massini A. Gittenberger & E. Gittenberger, 2011

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d9s-95n-rsk
title: Monacha parumcincta (Menke, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x15-90k-bex
title: Cirsotrema varicosum (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/54n-1lz-vkx
title: Rimula frenulata Dall, 1889

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/324-pft-6ym
title: Kurtiella triangularis (R. B. Watson, 1897)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5eq-030-lgt
title: Achatinella mustelina lymaniana Baldwin, 1895

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8r0-zsg-lg7
title: Gibberulus gibbosus (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xxs-dnh-a5l
title: Tectura virginea (O. F. Müller, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lth-257-96v
title: Ranularia trilineata (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rz5-s5b-tnd
title: Emarginula paivana (Crosse, 1867)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.u3pey7
title: Occurrence Download

description: A dataset containing 2076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Xenospiza baileyi)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2076 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003174-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/jzy-ebn-5nb
title: Odostomia unidentata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k1w-sfz-2f2
title: Pusillina inconspicua (Alder, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xwb-682-wgz
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29890559
title: Main - XLSTAT_Analysis_without_TRU4R.xlsx

description: Sustainable practices in commerce are gaining unprecedented importance as consumers increasingly demand greater accountability and ethical standards in supply chains. Blockchain technology, with its core affordances of transparency, traceability, and immutability, has emerged as a promising tool to foster trust in sustainable supply chains. These affordances may influence consumer values, which in turn affect their intentions to purchase sustainable products. This study investigates the impact of blockchain affordances on sustainable purchase intentions in Austria, using consumption values—functional, social, emotional, conditional, and epistemic—as mediators. A comprehensive literature review established the theoretical framework by examining blockchain technology, sustainable supply chains, and sustainable consumption behavior. A quantitative study was conducted with 168 Austrian adults, focusing on their interactions with a blockchain-based shopping app. Using Partial Least Squares Structural Equation Modeling (PLS-SEM), the analysis revealed that blockchain affordances significantly influence all five consumption values. However, only emotional, conditional, and epistemic values significantly impact sustainable purchase intentions, while functional and social values showed no direct effect. These findings highlight that beyond technical benefits, blockchain’s ability to convey trust, sustainability information, and product novelty plays a pivotal role in shaping purchasing behavior. For businesses, this underscores the importance of implementing blockchain systems that emphasize transparency, traceability, and immutability, alongside the strategic communication of sustainability and product innovations. By aligning technological affordances with consumer values, companies can effectively encourage sustainable consumption and enhance their competitive advantage in an increasingly eco-conscious market.
DOI: 10.6084/m9.figshare.29890559.v1
title: Main - XLSTAT_Analysis_without_TRU4R.xlsx

description: Sustainable practices in commerce are gaining unprecedented importance as consumers increasingly demand greater accountability and ethical standards in supply chains. Blockchain technology, with its core affordances of transparency, traceability, and immutability, has emerged as a promising tool to foster trust in sustainable supply chains. These affordances may influence consumer values, which in turn affect their intentions to purchase sustainable products. This study investigates the impact of blockchain affordances on sustainable purchase intentions in Austria, using consumption values—functional, social, emotional, conditional, and epistemic—as mediators. A comprehensive literature review established the theoretical framework by examining blockchain technology, sustainable supply chains, and sustainable consumption behavior. A quantitative study was conducted with 168 Austrian adults, focusing on their interactions with a blockchain-based shopping app. Using Partial Least Squares Structural Equation Modeling (PLS-SEM), the analysis revealed that blockchain affordances significantly influence all five consumption values. However, only emotional, conditional, and epistemic values significantly impact sustainable purchase intentions, while functional and social values showed no direct effect. These findings highlight that beyond technical benefits, blockchain’s ability to convey trust, sustainability information, and product novelty plays a pivotal role in shaping purchasing behavior. For businesses, this underscores the importance of implementing blockchain systems that emphasize transparency, traceability, and immutability, alongside the strategic communication of sustainability and product innovations. By aligning technological affordances with consumer values, companies can effectively encourage sustainable consumption and enhance their competitive advantage in an increasingly eco-conscious market.
DOI: 10.3535/84s-z1h-e3b
title: Antalis vulgaris (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wz9-ys2-4g0
title: Alvania tenera (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/shb-80q-r9d
title: Brachidontes pharaonis (P. Fischer, 1870)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8l6-4x9-7m1
title: Dinarica pouzolzii (Deshayes, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qta-7k5-ak5
title: Vertigo pusilla O. F. Müller, 1774

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6wy-hx4-9g3
title: Alvania lanciae (Calcara, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x62-t17-l02
title: Truncatellina claustralis (Gredler, 1856)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4gg-f5l-yx7
title: Pusillina inconspicua (Alder, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v94-abd-tm4
title: Emarginula huzardii Payraudeau, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ggt-4xb-zyh
title: Orculella Steenberg, 1925

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qhb-bd1-nqq
title: Cernuella aginnica (Locard, 1882)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/31x-rn1-axn
title: Edentiella edentula (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/29x-wge-jq6
title: Yoldiella philippiana (Nyst, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6lw-awe-yvj
title: †Sinistrofulgur contrarium (Conrad, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/34g-867-exe
title: Venus verrucosa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/af0-00r-nq8
title: Scaphander lignarius (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hxs-2aq-bta
title: Rhinoclavis kochi (R. A. Philippi, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lw4-a6n-k1m
title: Strombus gracilior G. B. Sowerby I, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.24435/materialscloud:py-bf
title: Efficient modeling of dynamic properties in K₃C₆₀ using machine learning force fields

description: Fullerides forms a big familiy of molecular crystals exhibiting various useful electro- and magnetochemical properties. Therefore, an efficient in silico method is desirable to look into such chemical system. To alleviate the burden of computationally-heavy first-principles calculations, here we present the successful attempts of using Machine Learning Force Field (MLFF) in predicting dynamical properties of the alkali-doped fulleride K₃C₆₀. Two on-the-fly Gaussian-Process-MLFF schemes based on different atomistic descriptors, Smooth Overlap of Atomic Position (SOAP) and Atomic Cluster Expansion (ACE), have been experimented. The performance of generated K₃C₆₀ MLFFs are validated by accurate prediction on energy and forces of 1,000 randomly disturbed K₃C₆₀ structures compared to respective DFT results. Several other dynamical properties including phonon dispersion, elastic moduli and heat capacity obtained by MLFFs have also shown good agreement with results from DFT calculations, whose computational cost on such post-processing is several times more expensive than training a single MLFF that performs effortless post-processing. This shows the potential of applying MLFF to complex molecular crystal systems and pave the way to the investigation of much more intricate fulleride properties.
DOI: 10.24435/materialscloud:vb-wj
title: Efficient modeling of dynamic properties in K₃C₆₀ using machine learning force fields

description: Fullerides forms a big familiy of molecular crystals exhibiting various useful electro- and magnetochemical properties. Therefore, an efficient in silico method is desirable to look into such chemical system. To alleviate the burden of computationally-heavy first-principles calculations, here we present the successful attempts of using Machine Learning Force Field (MLFF) in predicting dynamical properties of the alkali-doped fulleride K₃C₆₀. Two on-the-fly Gaussian-Process-MLFF schemes based on different atomistic descriptors, Smooth Overlap of Atomic Position (SOAP) and Atomic Cluster Expansion (ACE), have been experimented. The performance of generated K₃C₆₀ MLFFs are validated by accurate prediction on energy and forces of 1,000 randomly disturbed K₃C₆₀ structures compared to respective DFT results. Several other dynamical properties including phonon dispersion, elastic moduli and heat capacity obtained by MLFFs have also shown good agreement with results from DFT calculations, whose computational cost on such post-processing is several times more expensive than training a single MLFF that performs effortless post-processing. This shows the potential of applying MLFF to complex molecular crystal systems and pave the way to the investigation of much more intricate fulleride properties.
DOI: 10.3535/3pb-wj0-6m1
title: Epifungium pseudolochi Gittenberger & Gittenberger, 2005

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e7j-yw7-l50
title: Levantina spiriplana (Olivier, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/akx-r5v-eyf
title: Pseudonapaeus asiaticus (E. von Martens, 1880)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qf7-wgz-anp
title: Cecilioides A. Férussac, 1814

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2rp-bm4-8wh
title: Plagyostila asturiana P. Fischer, 1872

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y7j-7xe-4d5
title: Epifungium twilae (A. Gittenberger & Goud, 2000)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/spr-b4b-0jj
title: Alvania nestaresi Oliverio & Amati, 1990

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9js-0wt-dyp
title: Oxychilus alliarius (J. S. Miller, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mtd-6bm-g4a
title: Caucasotachea vindobonensis (C. Pfeiffer, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ce-6a2-0sg
title: Metaxia Monterosato, 1884

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bdc-370-9w9
title: Parvicardium exiguum (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/34f-v9q-xsj
title: Graphis albida (Kanmacher, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l46-ljn-4xw
title: Vertigo pygmaea (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.