cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/1bs-13m-fe1
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mnc-j70-1yb
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcv-s44v
title: PAN-00003829 - coin/coin-related, Karel II (1665-1700), oord

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00003829&lt;/p&gt;
description: Modified: 2019-04-25T10:27:47+02:00
DOI: 10.3535/99h-see-l6q
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a5g-q0g-ty0
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dt8-hn3-nte
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vck-p5w-gmp
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2gb-59v-45w
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f8v-y4l-tx0
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lzr-cn1-ace
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/arl-g06-mpe
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y0l-lb1-ycf
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4gl-r2t-qec
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/llf-dlv-1c8
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcv-stma
title: De Antselse watermolen, Liempde, gemeente Boxtel
title: Rapportage Archeologische Monumentenzorg 186

description: &lt;p&gt;In de periode september 2008 – april 2009 heeft de RCE in Liempde (gemeente Boxtel) onderzoek gedaan op een locatie waar op basis van een uitgebreid bronnenonderzoek de verdwenen middeleeuwse Antselse watermolen werd verwacht. Doel van het onderzoek was de watermolen en daarmee samenhangende fenomenen te traceren, onderzoeken en waarderen. De gegeneerde gegevens konden enerzijds worden gebruikt als onderlegger voor een mogelijke bescherming als archeologisch rijksmonument en anderzijds als input voor voorgenomen plannen van de gemeente Boxtel en de stichting Liempdse Watermolens om in de directe omgeving van de vindplaats een middeleeuwse watermolen te herbouwen.&lt;/p&gt;&lt;p&gt;Het onderzoek bestond uit een booronderzoek en een daarop afgestemd proefsleuvenonderzoek in het gebied direct ten noorden van de huidige Meulekensweg, ter hoogte van de plaats waar deze weg de Grote Waterloop snijdt. In totaal is circa 760m opgegraven. Het onderzoek heeft geen resten van de Antselse watermolen of daarmee samenhangende fenomenen opgeleverd. Wel is een gedeelte van de gedempte Grote Waterloop en een parallel daaraan gelegen greppel/sloot gevonden. De aangetroffen sporen komen grotendeels overeen met de situatie zoals staat weergegeven op de kadastrale minuut uit 1832. Zowel de aangesneden bedding van de Grote Waterloop als de parallel daaraan gelegen greppel/sloot staat op deze historische kaart aangegeven. In de vulling van de greppel/sloot is een houten balk gevonden, die mogelijk deel heeft uitgemaakt van de constructie van de watermolen.&lt;/p&gt;&lt;p&gt;Op basis van de opgravingsresultaten kan gesteld worden dat er twee mogelijkheden zijn. De eerste optie is dat de Antselse watermolen niet op de onderzochte plek, maar ergens in de directe omgeving daarvan heeft gestaan. De andere mogelijkheid is dat de watermolen hier wel heeft gestaan, maar dat deze later op rigoureuze wijze is geërodeerd of afgebroken, waarbij alle sporen in de bodem zijn uitgewist. Er zijn verschillende indicaties dat de voormalige watermolen ter hoogte van de oude brug over de Grote Waterloop heeft gelegen. Dit kan zowel uit historisch kaartmateriaal, als uit het Actuele Hoogtebestand Nederland en een reconstructie van de hydrologische situatie worden afgeleid. Als dit inderdaad het geval is, dan moet gevreesd worden dat er niets meer van de Antselse watermolen rest. Bij het verleggen van de Grote Waterloop zijn de resten van de molen in het recente verleden vermoedelijk volledig vergraven.&lt;/p&gt;
description: Date Submitted: 2013-01-09
DOI: 10.3535/hfe-xsx-k4s
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jxe-et3-hly
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3sd-kzg-m6w
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sav-bxq-1ah
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p08-h7g-y3p
title: Rapala Moore, 1881

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/svl-2d6-5kv
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcv-tmny
title: PAN-00090623 - singing tea kettle lid

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00090623&lt;/p&gt;
description: Modified: 2021-06-10T11:16:28+02:00
DOI: 10.3535/9b1-3p2-ewf
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y6t-g7h-ek8
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z6l-xz7-fdj
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcv-v3z8
title: Te Werve West, gemeente Rijswijk; archeologisch vooronderzoek. Een inventariserend veldonderzoek (proefsleuven)

description: &lt;p&gt;RAAP Archeologisch Adviesbureau heeft in november en december 2011 een inventariserend veldonderzoek in de vorm van proefsleuven uitgevoerd in verband met het herstructureren / herontwikkelen van het plangebied, Te Werve West in de gemeente Rijswijk.&lt;/p&gt;&lt;p&gt;Het plangebied betreft een woonwijk midden in de gemeente Rijswijk. De zes proefsleuven zijn verspreid door het gebied aangelegd.&lt;/p&gt;&lt;p&gt;In de profielen van de proefsleuven zijn kwelderafzettingen behorend tot het Gantelsysteem aangetroffen. De basis van het profiel bestaat uit sterk siltig, matig fijn zand met enkele kleilagen. Op het zand ligt een kleipakket van uiterst siltige klei met silt- of zandlagen. De top van de natuurlijke afzettingen, het niveau waar het vlak is aangelegd, betreft blauwgrijs, uiterst siltige, zwak humeuze klei met enkele siltlagen, verstikte ijzervlekken en kalkconcreties. Plaatselijk is in de top van dit pakket sprake van een laklaag. De archeologische grondsporen bestaan met name uit tuinbedden, gedempte sloten uit de Nieuwe tijd en recente verstoringen zoals puindumps in het opgebrachte bouwzand. Plaatselijk is sprake van ernstige verstoring van het bodemprofiel door verstoringen die dieper dan het opgebrachte zandpakket en de oude bouwvoor reiken.&lt;/p&gt;&lt;p&gt;Op basis van de resultaten van het proefsleuvenonderzoek in plangebied Te Werve West, in de gemeente Rijswijk, kan worden geconcludeerd dat er in de aangelegde proefsleuven geen aanwijzingen zijn gevonden voor de aanwezigheid van vindplaatsen uit de Romeinse tijd. Het gebied in het zuidoosten van het plangebied dat aan de Romeinse weg grenst, kon niet worden onderzocht. Over dit gebied (tussen de Karel Doormanlaan en de Sir Winston Churchilllaan) kunnen op basis van huidig onderzoek geen uitspraken worden gedaan met betrekking tot de aan- of afwezigheid van archeologische waarden. Dit gebied maakt formeel ook geen deel uit van het huidige herontwikkelingsplan. In het oostelijk deel van het plangebied is de bodemopbouw intact en is plaatselijk sprake van een laklaag. Hierin zijn geen vondsten aangetroffen. In het midden en westen van het plangebied is de top van het natuurlijke bodemprofiel aanzienlijk verstoord door tuinbedden uit de Nieuwe tijd.&lt;/p&gt;
description: Issued: 2011-11-29
DOI: 10.3535/kw4-wjp-zeb
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lap-4a1-bfz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d86-6yd-101
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j6d-373-05r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcv-vsex
title: PAN-00030028 - spoon-bow brooch variant Nijmegen

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00030028&lt;/p&gt;
description: Modified: 2019-10-04T10:16:24+02:00
DOI: 10.3535/e2x-3gm-k85
title: Vanessa virginiensis (Drury, 1773)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qj5-dv5-gth
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q9g-49d-1d8
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vr7-7t1-w9e
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bj5-f5m-xzx
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6y2-q6r-78w
title: Choaspes benjaminii formosana (Fruhstorfer, 1911)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a7g-24t-ded
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcv-wmv5
title: PAN-00014464 - brooch with animal head foot (single lug) group 2.1

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00014464&lt;/p&gt;
description: Modified: 2020-08-25T11:46:47+02:00
DOI: 10.3535/6nc-914-mnn
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/atx-6j5-02z
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l5h-zb9-zv4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w4h-gt3-g9z
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcv-xx9d
title: PAN-00083419 - net sinkers made from Roman ceramic building material

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00083419&lt;/p&gt;
description: Modified: 2021-06-04T10:07:56+02:00
DOI: 10.3535/48p-hlg-lcc
title: Hesperiidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e1s-0g2-9k9
title: Hesperiidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z6h-hqb-y9k
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcv-ycj2
title: PAN-00008950 - ring (unspecified)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00008950&lt;/p&gt;
description: Modified: 2023-01-23T13:29:29+01:00
DOI: 10.3535/vcf-3th-eb6
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ykz-7t1-yar
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/132-aw6-0c1
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1jg-exg-gsl
title: Aglais Dalman, 1816

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcv-z4sa
title: PAN-00076614 - fan-shaped strap clamp with T-shape (book mount)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00076614&lt;/p&gt;
description: Modified: 2020-08-21T09:52:33+02:00
DOI: 10.3535/ta5-a10-hek
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zt1-ec0-g3k
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sdk-9d7-fwv
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xxe-461-vs6
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcw-2qks
title: PAN-00059657 - Medieval disc shaped spindle whorl A (metal)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00059657&lt;/p&gt;
description: Modified: 2020-06-18T10:20:35+02:00
DOI: 10.3535/3n4-yjh-m7q
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ay9-fz1-j71
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g5h-39r-bpd
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcw-3nzf
title: PAN-00130826 - shoe sole

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00130826&lt;/p&gt;
description: Modified: 2023-05-01T13:11:26+02:00
DOI: 10.3535/5wr-wd4-ssq
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fjm-409-tx9
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e83-ww3-050
title: Hesperiidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p7d-z1x-pej
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r5e-lf3-ddv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yhb-ap2-gg0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcw-4brs
title: PAN-00041093 - decorative Roman horse gear fitting group B16

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00041093&lt;/p&gt;
description: Modified: 2019-10-11T16:18:44+02:00
DOI: 10.3535/c75-6h9-p1r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c7e-m77-yym
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.tq5trf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vibrio cholerae Pacini, 1854",
 "Country is Peru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088679-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/bzq-ts5-a0x
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gf6-e0y-wm1
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcw-4qu8
title: PAN-00100272 - wire brooch with angular bow variant A1

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00100272&lt;/p&gt;
description: Modified: 2022-03-25T08:50:54+01:00
DOI: 10.3535/by7-az9-j45
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dd7-2yy-c47
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0t4-60q-jq3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcw-55dr
title: PAN-00057086 - coin/coin-related, Ferdinand & Isabella (1474-1504), real

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00057086&lt;/p&gt;
description: Modified: 2020-10-13T14:00:15+02:00
DOI: 10.3535/rm5-4ck-dsa
title: Bibasis jaina formosana (Fruhstorfer, 1911)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wdj-gfj-3fn
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.sbe4y2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vibrio cholerae Pacini, 1854",
 "Country is Senegal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088680-250525065834625/datasets/export for details.
DOI: 10.3535/18m-0g9-02b
title: Nymphalidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lzt-fdy-6kh
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xcw-588w
title: PAN-00057135 - early medieval enamelled disc brooch variant A1

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00057135&lt;/p&gt;
description: Modified: 2019-07-16T08:20:02+02:00
DOI: 10.3535/369-c38-w0k
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/evk-fkc-pas
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ypv-xaz-g9e
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29117321
title: Improving the calibration of an integrated CA-What If? digital planning framework

description: Cities continue to grow under the global urbanisation trend, and planners require enhanced evidence to understand the spatiotemporal evolutionary patterns of urban built-up land, as well as their uncertain future growth scenarios. Given these issues, a digital planning framework is here proposed that integrates Cellular Automata (CA) with What If? sub-models for simulating future urban growth scenarios. The XGBoost algorithm is used to calibrate the CA transition rules, while spatial partitioning mechanisms are used to mitigate the impacts of heterogeneity on modelling accuracy. The verified and optimised CA sub-model is then integrated with the What If? planning support system (PSS) sub-model to generate and analyse three representative built-up development scenarios. The modelling results demonstrate that the hybrid partitioning method, combining administrative regions using K-means clustering, can improve the simulation performance of this integrated digital planning framework.This dataset includes (1) all required data for reproducing the materials within the manuscript, (2) detailed Python codes of the proposed CA-What If? model, and (3) a step-by-step instruction document.
DOI: 10.17026/dans-xcw-58n8
title: PAN-00011377 - coin/coin-related, (ondetermineerbaar), dupondius/as

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00011377&lt;/p&gt;
description: Modified: 2020-06-09T08:45:11+02:00
DOI: 10.3535/25l-cx2-hl6
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mkp-6al-jt2
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29117321.v6
title: Improving the calibration of an integrated CA-What If? digital planning framework

description: Cities continue to grow under the global urbanisation trend, and planners require enhanced evidence to understand the spatiotemporal evolutionary patterns of urban built-up land, as well as their uncertain future growth scenarios. Given these issues, a digital planning framework is here proposed that integrates Cellular Automata (CA) with What If? sub-models for simulating future urban growth scenarios. The XGBoost algorithm is used to calibrate the CA transition rules, while spatial partitioning mechanisms are used to mitigate the impacts of heterogeneity on modelling accuracy. The verified and optimised CA sub-model is then integrated with the What If? planning support system (PSS) sub-model to generate and analyse three representative built-up development scenarios. The modelling results demonstrate that the hybrid partitioning method, combining administrative regions using K-means clustering, can improve the simulation performance of this integrated digital planning framework.This dataset includes (1) all required data for reproducing the materials within the manuscript, (2) detailed Python codes of the proposed CA-What If? model, and (3) a step-by-step instruction document.