cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/zqj-hd2-enn
title: Apamea (Apamea) sordens (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-bdnf
title: PAN-00077732 - closed annular brooch with constriction group A2.2b

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00077732&lt;/p&gt;
description: Modified: 2020-08-24T09:07:51+02:00
DOI: 10.3535/9wa-7aw-a02
title: Apamea (Apamea) sordens (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xf3-ba4-emm
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/921-zpn-7z7
title: Oligia Hübner, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pes-jxy-qs6
title: Apamea (Apamea) unanimis (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-bxbh
title: Overbetuwe Herveld Kruisstraat 5 Booronderzoek
title: Een Bureauonderzoek en Inventariserend Veldonderzoek in de vorm van een verkennend booronderzoek

description: &lt;p&gt;In opdracht van Hybro BV heeft ADC ArcheoProjecten een bureauonderzoek en een inventariserend veldonderzoek uitgevoerd voor het plangebied Kruisstraat 5 in Herveld (gemeente Overbetuwe). In het plangebied zal een uitbreiding plaatsvinden van het pluimveebedrijf Cobb Hybro. Het onderzoek is uitgevoerd in het kader van een projectprocedure ten behoeve van een wijziging in het bestemmingsplan en was noodzakelijk om te bepalen of bij de voorgenomen activiteiten de kans bestaat dat archeologische resten in de ondergrond worden aangetast.&lt;/p&gt;&lt;p&gt;Op basis van het bureauonderzoek werden op of in de top van de oeverafzettingen van de Herveldse stroomgordel archeologische resten vanaf de Vroeg Romeinse tijd verwacht. Teneinde deze verwachting te toetsen werd in het plangebied een booronderzoek (specificatie VS03) uitgevoerd.&lt;br&gt;De top van deze oeverafzettingen zijn in het gehele plangebied volledig opgenomen in de bouwvoor. In twee boringen is op een diepte van 30 tot 50 cm -mv, direct onder de bouwvoor, een matig stevige laag waargenomen. In of boven deze matig stevige laag zijn echter geen archeologische indicatoren aangetroffen. Wel moet rekening worden gehouden met het mogelijk voorkomen van archeologische sporen direct onder de bouwvoor.&lt;/p&gt;&lt;p&gt;ADC ArcheoProjecten om in alle deelgebieden tijdens de graafwerkzaamheden in een archeologische begeleiding te voorzien. De archeologische begeleiding dient hetzelfde doel als een inventariserend veldonderzoek door middel van het aanleggen van proefsleuven (IVO-P). Dit betekent dat indien bij de civiele werkzaamheden toch vondsten of archeologische sporen worden aangetroffen, deze worden geregistreerd en, in zover de werkzaamheden dat toelaten, worden gedocumenteerd. De begeleiding heeft als doel het vaststellen van eventueel aanwezige archeologische sporen direct onder de bouwvoor.&lt;/p&gt;&lt;p&gt;De exacte invulling van de werkzaamheden dient te worden vastgelegd in een door de bevoegde overheid goed te keuren Programma van Eisen (PvE).&lt;/p&gt;
description: &lt;p&gt;Kruisstraat 5 te Herveld, gemeente Overbetuwe&lt;/p&gt;
DOI: 10.3535/eat-yzg-qb9
title: Mesoligia furuncula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zq5-vrc-f8v
title: Apterogenum ypsillon ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zaw-nb9-slz
title: Luperina testacea [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-cg93
title: Locaties 'Lange Steigerstraat' en 'Bloemendaal', gemeente Zaltbommel
title: STAR 51

description: &lt;p&gt;onderzoeksrapport&lt;/p&gt;
DOI: 10.3535/2pg-04j-pcd
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/73e-w6n-439
title: Amphipoea lucens Freyer, 1845

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7kg-knl-zt9
title: Hydraecia micacea Esper, 1789

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m4t-xt2-70g
title: Denticucullus pygmina Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-e9eu
title: Ewijk, omgeving Gat van Melsen

description: &lt;p&gt;In opdracht van de Klok Druten Ontwikkeling bv heeft het onderzoeks- en adviesbureau voor Bouwhistorie, Archeologie, Architectuurhistorie en Cultuurhistorie (BAAC bv) een inventariserend archeologisch onderzoek uitgevoerd in het plangebied ‘Omgeving Gat van Melsen’ te Ewijk, gemeente Beuningen. Aanleiding voor dit onderzoek is de planontwikkeling ter plaatse. Als gevolg van realisatie van de plannen en de daarmee gepaarde bodemingrepen bestaat er een reële kans dat archeologische waarden verstoord of vernietigd zullen worden.Het onderzoek is gesplitst in twee delen: een bureauonderzoek gevolgd door een inventariserend veldonderzoek (IVO).Het veldwerk van dit onderzoek heeft plaatsgevonden in juni 2004.&lt;/p&gt;&lt;p&gt;Conclusie:&lt;br&gt;Uit het bureauonderzoek is gebleken dat in het plangebied en de directe omgeving (binnen straal van 500 m) vondsten bekend zijn vanaf het Neolithicum tot en met Romeinse Tijd. Daarnaast maakt het plangebied onderdeel uit van een terrein dat op de Archeologische Monumenten Kaart (AMK) geclassificeerd is met een hoge archeologische waarde. In het noordelijke gedeelte van het plangebied is de Winssen Stroomgordel in de ondergrond aanwezig. Dergelijke hoog gelegen stroomgordels vormden in het verleden aantrekkelijke locaties voor bewoning. Op basis hiervan is aan het plangebied een hoge archeologische verwachtingswaarde toegekend.&lt;br&gt;Het veldonderzoek heeft de hoge verwachtingswaarde bevestigd. Tijdens het booronderzoek zijn namelijk twee vindplaatsen gelokaliseerd. Vindplaats 1 is aangetroffen op een diepte van 0,4 – 1,0 m -mv en heeft binnen het plangebied een oppervlakte van ruim 1 ha. Op basis van de aangetroffen fragmenten aardewerk kan de vindplaats worden gedateerd in de IJzertijd en Romeinse Tijd. Vindplaats 2 is gebaseerd op de vondst van enkele scherven aardewerk en andere indicatoren daterend uit IJzertijd. Mogelijk betreft het een uitloper van vindplaats 1.&lt;br&gt;Behoud of een vervolgonderzoek wordt voor beide vindplaatsen aanbevolen.&lt;/p&gt;
DOI: 10.3535/e3d-m4b-ypn
title: Photedes minima Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jzx-4t1-9n2
title: Cosmia (Calymnia) trapezina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zsh-7qv-hbm
title: Agrochola lunosa Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-ehfg
title: PAN-00018440 - multipartite belt fastening with coupling piece A

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00018440&lt;/p&gt;
description: Modified: 2019-09-10T10:56:14+02:00
DOI: 10.3535/ag5-sgx-3xs
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c2r-gey-7qf
title: Oligia strigilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8l2-67c-zed
title: Agrochola lunosa Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rc1-6ln-770
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-f8hr
title: PAN-00010137 - broad hammered footless brooch with high catch-plate

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00010137&lt;/p&gt;
description: Modified: 2019-09-10T10:01:46+02:00
DOI: 10.3535/5hg-4fk-p9k
title: Apamea (Apamea) lateritia (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5n8-p36-5zz
title: Rhizedra lutosa Hübner, 1803

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ess-r3e-e1g
title: Actinotia polyodon (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zhk-m5c-18l
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-fu4s
title: PAN-00060903 - wire brooch with stretched semi-circular bow

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00060903&lt;/p&gt;
description: Modified: 2020-06-18T10:22:49+02:00
DOI: 10.3535/31d-a79-wzr
title: Celaena haworthii Curtis, 1829

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/33p-bd7-nj0
title: Luperina testacea [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ve9-mk1-3f4
title: Agrochola (Agrochola) lychnidis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-hdhj
title: PAN-00032591 - Mars figurine (other)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00032591&lt;/p&gt;
description: Modified: 2019-10-04T10:30:21+02:00
DOI: 10.3535/5d1-152-qp7
title: Amphipoea oculea Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mw7-sqg-a7t
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/308-n0y-qty
title: Denticucullus pygmina Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ab-h8a-4yk
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hjf-q7m-nec
title: Apamea (Apamea) unanimis (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zwg-gpz-tsw
title: Agrochola (Anchoscelis) helvola Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-hexv
title: PAN-00124941 - Domburg brooch (construction unknown)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00124941&lt;/p&gt;
description: Modified: 2023-04-18T16:35:17+02:00
DOI: 10.3535/9dx-k29-xkt
title: Apamea (Apamea) sordens (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2xx-zry-k4y
title: Xanthia (Cirrhia) icteritia Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ap-5y9-v2r
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-hn7b
title: PAN-00004062 - high-arched wire brooch variant A

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00004062&lt;/p&gt;
description: Modified: 2019-04-25T10:29:25+02:00
DOI: 10.3535/smh-1fx-4ct
title: Apamea (Apamea) remissa (Hübner)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ykd-rdp-5h2
title: Amphipoea oculea Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jgd-4vs-tem
title: Lateroligia ophiogramma (Esper, 1793)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s1r-221-pkk
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-jgsx
title: PAN-00049370 - human figurine (Late Medieval/Modern)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00049370&lt;/p&gt;
description: Modified: 2023-07-18T15:33:57+02:00
DOI: 10.3535/7d5-vx0-75s
title: Apamea (Apamea) sordens (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/421-ekt-gg5
title: Apamea (Apamea) monoglypha (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qwy-zyp-wex
title: Mesoligia furuncula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-jqyq
title: PAN-00012460 - Roman inlaid plate brooch (composite spring, single lug), group 2

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00012460&lt;/p&gt;
description: Modified: 2019-09-10T10:15:52+02:00
DOI: 10.3535/y7e-n1t-dp8
title: Apamea (Apamea) oblonga (Haworth, 1809)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z7y-vvp-9xq
title: Mesoligia furuncula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.5j5ff9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyparrhenia rufa (Nees) Stapf",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087699-250525065834625/datasets/export for details.
DOI: 10.3535/gcy-530-j0b
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-jv57
title: PAN-00001254 - double looped buckle with separate bar

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00001254&lt;/p&gt;
DOI: 10.3535/b5c-vh6-7pm
title: Protarchanara brevilinea Fenn, 1864

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eth-vag-qk9
title: Tiliacea aurago [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jyq-97v-ywt
title: Xanthia (Xanthia) Ochsenheimer, 1816

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sf6-qd5-jga
title: Globia sparganii Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-jvjq
title: PAN-00066045 - coin/coin-related, Antoninus Pius (138-161) of Marcus Aurelius (161-180), voor Faustina II of Lucilla, sestertius

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00066045&lt;/p&gt;
description: Modified: 2021-03-30T13:31:13+02:00
DOI: 10.3535/0ef-kdm-qx0
title: Actinotia polyodon (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9hp-h9c-kjd
title: Agrochola (Agrochola) lychnidis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tlx-j6g-cks
title: Calamia tridens Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-x47-m56e
title: PAN-00020546 - coin/coin-related, Philips II (1555-1598), vijfde philipsdaalder

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00020546&lt;/p&gt;
description: Modified: 2019-10-04T09:12:00+02:00
DOI: 10.3535/r92-r45-sjb
title: Apamea (Apamea) lateritia (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vtp-c36-g4h
title: Actinotia polyodon (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4k-ygf-rg0
title: Luperina testacea [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29460179
title: Digitalization and School Leadership- A scoping Review - Data Chart .xlsx

description: Data Chart as part of scoping review
DOI: 10.6084/m9.figshare.29460179.v1
title: Digitalization and School Leadership- A scoping Review - Data Chart .xlsx

description: Data Chart as part of scoping review
DOI: 10.17026/dans-x47-namh
title: PAN-00044042 - brooch with animal head foot (single lug) group 2

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00044042&lt;/p&gt;
description: Modified: 2019-10-11T16:42:17+02:00
DOI: 10.3535/54g-ftd-w27
title: Apamea (Apamea) unanimis (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h9w-j2f-78z
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.susv92
title: Occurrence Download

description: A dataset containing 23604614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2000-2025"
 ]
}

 The dataset includes 23604614 records from 1629 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087673-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-111175
title: Dick Whittington Photography Collection, 1924-1987
DOI: 10.15468/dl.87ra5t
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pseudoeurycea galeanae (Taylor, 1941)"
 ]
}

 The dataset includes 141 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023116-220831081235567/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.25783221
title: materials-discovery.zip

description: This contains files and data needed to reproduce the machine learning results of the paper "Materials discovery using generative machine learning". Further information can be found at: https://github.com/newalexander/generative-materials-discoveryThe <b>data</b> folder contains:<b>alignn/Ed_tern.csv</b>: The materials project (MP) IDs and decomposition enthalpies of material structures. The decomposition enthalpies were obtained from the work of Bartel et al. (2020).<b>pgcgm/Ed_tern.csv</b>: The predicted decomposition enthalpies of the structures generated by the PGCGM (Zhao et al., 2023).<b>pgcgm/cifs.zip</b>: The CIFs for the structured generated by the PGCGM.The <b>Ed_tern</b> folder contains the trained ALIGNN (Choudhary et al., 2021) model we used to evaluate on PGCGM data.ReferencesBartel, C. J., Trewartha, A., Wang, Q., Dunn, A., Jain, A., and Ceder, G. A critical examination of com- pound stability predictions from machine-learned for- mation energies. npj Computational Materials, 6(1): 97, Jul 2020. ISSN 2057-3960. doi: 10.1038/ s41524-020-00362-y. URL https://doi.org/10. 1038/s41524-020-00362-yChoudhary, K. and DeCost, B. Atomistic line graph neural network for improved materials property pre- dictions. npj Computational Materials, 7(1):185, Nov 2021. ISSN 2057-3960. doi: 10.1038/ s41524-021-00650-1. URL https://doi.org/10. 1038/s41524-021-00650-1Zhao, Y., Siriwardane, E. M. D., Wu, Z., Fu, N., Al- Fahdi, M., Hu, M., and Hu, J. Physics guided deep learning for generative design of crystal materials with symmetry constraints. npj Computational Materials, 9 (1):38, Mar 2023. ISSN 2057-3960. doi: 10.1038/ s41524-023-00987-9. URL https://doi.org/10. 1038/s41524-023-00987-9<br>
DOI: 10.15468/dl.kv06be
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Celtis planchoniana K.I.Chr.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1970",
 "Year is less than or equal to 2017",
 "DecimalLongitude is greater than or equal to -15",
 "DecimalLongitude is less than or equal to 40",
 "DecimalLatitude is greater than or equal to 30",
 "DecimalLatitude is less than or equal to 75"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008643-171124123535762/datasets/export for details.
DOI: 10.6084/m9.figshare.25783221.v3
title: materials-discovery.zip

description: This contains files and data needed to reproduce the machine learning results of the paper "Materials discovery using generative machine learning". Further information can be found at: https://github.com/newalexander/generative-materials-discoveryThe <b>data</b> folder contains:<b>alignn/Ed_tern.csv</b>: The materials project (MP) IDs and decomposition enthalpies of material structures. The decomposition enthalpies were obtained from the work of Bartel et al. (2020).<b>pgcgm/Ed_tern.csv</b>: The predicted decomposition enthalpies of the structures generated by the PGCGM (Zhao et al., 2023).<b>pgcgm/cifs.zip</b>: The CIFs for the structured generated by the PGCGM.The <b>Ed_tern</b> folder contains the trained ALIGNN (Choudhary et al., 2021) model we used to evaluate on PGCGM data.ReferencesBartel, C. J., Trewartha, A., Wang, Q., Dunn, A., Jain, A., and Ceder, G. A critical examination of com- pound stability predictions from machine-learned for- mation energies. npj Computational Materials, 6(1): 97, Jul 2020. ISSN 2057-3960. doi: 10.1038/ s41524-020-00362-y. URL https://doi.org/10. 1038/s41524-020-00362-yChoudhary, K. and DeCost, B. Atomistic line graph neural network for improved materials property pre- dictions. npj Computational Materials, 7(1):185, Nov 2021. ISSN 2057-3960. doi: 10.1038/ s41524-021-00650-1. URL https://doi.org/10. 1038/s41524-021-00650-1Zhao, Y., Siriwardane, E. M. D., Wu, Z., Fu, N., Al- Fahdi, M., Hu, M., and Hu, J. Physics guided deep learning for generative design of crystal materials with symmetry constraints. npj Computational Materials, 9 (1):38, Mar 2023. ISSN 2057-3960. doi: 10.1038/ s41524-023-00987-9. URL https://doi.org/10. 1038/s41524-023-00987-9<br>