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        <parTitl xml:lang="en">Models and data supporting the paper "A Morphotropic Phase Boundary in MA(1-x)FA(x)PbI3: Linking Structure, Dynamics, and Electronic Properties"</parTitl>
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        <producer xml:lang="en" abbr="SND">Swedish National Data Service</producer>
        <producer xml:lang="sv" abbr="SND">Svensk nationell datatjänst</producer>
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      <holdings URI="https://doi.org/10.5281/zenodo.15197547">Landing page</holdings>
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    <citation>
      <titlStmt>
        <titl xml:lang="sv"></titl>
        <parTitl xml:lang="en">Models and data supporting the paper "A Morphotropic Phase Boundary in MA(1-x)FA(x)PbI3: Linking Structure, Dynamics, and Electronic Properties"</parTitl>
        <IDNo agency="SND">doi-10-5281-zenodo-15197547-0</IDNo>
        <IDNo agency="DOI">https://doi.org/10.5281/zenodo.15197547</IDNo>
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        <AuthEnty xml:lang="en" affiliation="Chalmers University of Technology">Hainer, Tobias</AuthEnty>
        <AuthEnty xml:lang="en" affiliation="Chalmers University of Technology">Fransson, Erik</AuthEnty>
        <AuthEnty xml:lang="en" affiliation="Chalmers University of Technology">Dutta, Sangita</AuthEnty>
        <AuthEnty xml:lang="en" affiliation="Chalmers University of Technology">Wikor, Julia</AuthEnty>
        <AuthEnty xml:lang="en" affiliation="Chalmers University of Technology">Erhart, Paul</AuthEnty>
      </rspStmt>
      <prodStmt>
        <grantNo xml:lang="en" agency="European Commission">101162195</grantNo>
        <grantNo xml:lang="en" agency="Swedish Research Council">2019-03993</grantNo>
        <grantNo xml:lang="en" agency="Swedish Research Council">2020-04935</grantNo>
        <grantNo xml:lang="en" agency="Swedish Research Council">2021-05072</grantNo>
        <grantNo xml:lang="en" agency="Knut and Alice Wallenberg Foundation">2023.0032</grantNo>
        <grantNo xml:lang="en" agency="Knut and Alice Wallenberg Foundation">2024.0042</grantNo>
        <grantNo xml:lang="en" agency="Swedish Foundation for Strategic Research">FFL21-0129</grantNo>
        <grantNo xml:lang="en" agency="Swedish Research Council">2022-06725</grantNo>
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        <distrbtr xml:lang="en" abbr="SND" URI="https://snd.se">Swedish National Data Service</distrbtr>
        <distrbtr xml:lang="sv" abbr="SND" URI="https://snd.se">Svensk nationell datatjänst</distrbtr>
        <distDate xml:lang="en" date="2025-04-11" />
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      <holdings URI="https://doi.org/10.5281/zenodo.15197547">Landing page</holdings>
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      <subject />
      <abstract xml:lang="en" contentType="abstract">This record contains a database of atomic structures for the MA(1-x)FA(x)PbI3 system with reference data from density functional theory calculations (reference-structures.db) that was used for training the machine-learned interatomic potential model described and used in the associated publication. The database is in SQL format and is accessible via the database module of the atomic simulation environment.

The record furthermore contains the neuroevolution potential model (nep.txt) that was used for the production runs in the associated publication along with five models (nep-split*.txt) that were trained on different (random 90-10) splits of the reference data. The latter can be used as an ensemble model to assess the uncertainty of predictions.

Finally, there is a short Python script (demo.py) that demonstrates how the database can be accessed and the model used. This script has been tested on Python 3.12.3 using ase version 3.23.1b1 and calorine version 3.0.</abstract>
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        <restrctn xml:lang="en">Access to data through an external actor. Data are freely accessible.</restrctn>
        <restrctn xml:lang="sv">Åtkomst till data via extern aktör. Data är fritt tillgängliga.</restrctn>
        <conditions elementVersion="info:eu-repo-Access-Terms vocabulary">openAccess</conditions>
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    </dataAccs>
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