<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
  <url>
    <loc>https://www.alex-singleton.com/publications/web-mapping-20-the-neogeography-of-the-geoweb.html</loc>
    <lastmod>2026-01-23T07:07:51.578Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/using-loyalty-card-records-and-machine-learning-to-understand-how-self-medicatio.html</loc>
    <lastmod>2026-01-23T07:07:51.584Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/using-composite-indicators-and-city-dashboards-to-promote-place-based-policy-int.html</loc>
    <lastmod>2026-01-23T07:07:51.585Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/understanding-the-dynamics-of-urban-areas-of-interest-through-volunteered-geogra.html</loc>
    <lastmod>2026-01-23T07:07:51.563Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/transformer-based-named-entity-recognition-for-place-name-extraction-from-unstru.html</loc>
    <lastmod>2026-01-23T07:07:51.572Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/towards-real-time-geodemographics-clustering-algorithm-performance-for-large-mul.html</loc>
    <lastmod>2026-01-23T07:07:51.566Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/the-surname-regions-of-great-britain.html</loc>
    <lastmod>2026-01-23T07:07:51.578Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/the-past-present-and-future-of-geodemographic-research-in-the-united-states-and.html</loc>
    <lastmod>2026-01-23T07:07:51.559Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/the-geodemographics-of-educational-progression-and-their-implications-for-wideni.html</loc>
    <lastmod>2026-01-23T07:07:51.574Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/the-evolution-characteristics-and-influence-mechanism-of-chinese-venture-capital.html</loc>
    <lastmod>2026-01-23T07:07:51.584Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/the-20-minute-city-an-equity-analysis-of-liverpool-city-region.html</loc>
    <lastmod>2026-01-23T07:07:51.573Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/spatial-temporal-dynamics-of-gas-consumption-in-england-and-wales-assessing-the.html</loc>
    <lastmod>2026-01-23T07:07:51.586Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/role-of-students-context-in-predicting-academic-performance-at-a-medical-school.html</loc>
    <lastmod>2026-01-23T07:07:51.564Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/research-ready-geographically-enabled-smart-data.html</loc>
    <lastmod>2026-01-23T07:07:51.576Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/quantifying-the-characteristics-of-the-local-urban-environment-through-geotagged.html</loc>
    <lastmod>2026-01-23T07:07:51.582Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/predicting-participation-in-higher-education-a-comparative-evaluation-of-the-per.html</loc>
    <lastmod>2026-01-23T07:07:51.564Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/open-data-on-health-related-neighbourhood-features-in-great-britain.html</loc>
    <lastmod>2026-01-23T07:07:51.561Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/nonlinear-relationships-between-human-development-and-international-student-mobi.html</loc>
    <lastmod>2026-01-23T07:07:51.575Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/modelling-the-potential-impact-on-co2-emissions-of-an-increased-uptake-of-active.html</loc>
    <lastmod>2026-01-23T07:07:51.579Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/mapping-the-geodemographics-of-digital-inequality-in-great-britain-an-integratio.html</loc>
    <lastmod>2026-01-23T07:07:51.577Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/mapping-great-britains-semantic-footprints-through-a-large-language-model-analys.html</loc>
    <lastmod>2026-01-23T07:07:51.564Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/lost-in-translation-cross-cultural-experiences-in-teaching-geo-genealogy.html</loc>
    <lastmod>2026-01-23T07:07:51.567Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/linking-social-deprivation-and-digital-exclusion-in-england.html</loc>
    <lastmod>2026-01-23T07:07:51.558Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/integrating-the-who-what-and-where-of-us-retail-center-geographies.html</loc>
    <lastmod>2026-01-23T07:07:51.584Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/identifying-how-covid-19-related-misinformation-reacts-to-the-announcement-of-th.html</loc>
    <lastmod>2026-01-23T07:07:51.579Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/grid-enabling-geographically-weighted-regression-a-case-study-of-participation-i.html</loc>
    <lastmod>2026-01-23T07:07:51.583Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/geographers-count-a-report-on-quantitative-methods-in-geography.html</loc>
    <lastmod>2026-01-23T07:07:51.581Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/geodemographics-and-spatial-interaction-an-integrated-model-for-higher-education.html</loc>
    <lastmod>2026-01-23T07:07:51.580Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/from-data-to-narratives-scrutinising-the-spatial-dimensions-of-social-and-cultur.html</loc>
    <lastmod>2026-01-23T07:07:51.556Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/experience-of-disadvantage-the-influence-of-identity-on-engagement-in-working-cl.html</loc>
    <lastmod>2026-01-23T07:07:51.581Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/estimating-generalized-measures-of-local-neighbourhood-context-from-multispectra.html</loc>
    <lastmod>2026-01-23T07:07:51.570Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/establishing-a-framework-for-open-geographic-information-science.html</loc>
    <lastmod>2026-01-23T07:07:51.568Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/developments-in-quantitative-human-geography-urban-modelling-and-geographic-info.html</loc>
    <lastmod>2026-01-23T07:07:51.579Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/developing-an-openly-accessible-multi-dimensional-small-area-index-of-access-to.html</loc>
    <lastmod>2026-01-23T07:07:51.572Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/data-mining-course-choice-sets-and-behaviours-for-target-marketing-of-higher-edu.html</loc>
    <lastmod>2026-01-23T07:07:51.576Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/creating-the-2011-area-classification-for-output-areas-2011-oac.html</loc>
    <lastmod>2026-01-23T07:07:51.573Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/considering-context-and-dynamics-a-classification-of-transit-orientated-developm.html</loc>
    <lastmod>2026-01-23T07:07:51.565Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/classification-through-consultation-public-views-of-the-geography-of-the-e-socie.html</loc>
    <lastmod>2026-01-23T07:07:51.569Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/building-hierarchies-of-retail-centers-using-bayesian-multilevel-models.html</loc>
    <lastmod>2026-01-23T07:07:51.555Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/beyond-retail-new-ways-of-classifying-uk-shopping-and-consumption-spaces.html</loc>
    <lastmod>2026-01-23T07:07:51.572Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/archetypes-of-footfall-context-quantifying-temporal-variations-in-retail-footfal.html</loc>
    <lastmod>2026-01-23T07:07:51.566Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/an-exploratory-cartographic-visualisation-of-london-through-the-google-maps-api.html</loc>
    <lastmod>2026-01-23T07:07:51.558Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-spatial-typology-of-energy-inefficiency-in-the-private-rental-sector-in-englan.html</loc>
    <lastmod>2026-01-23T07:07:51.571Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-principal-component-analysis-pca-based-framework-for-automated-variable-select.html</loc>
    <lastmod>2026-01-23T07:07:51.565Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-modified-dbscan-clustering-method-to-estimate-retail-center-extent.html</loc>
    <lastmod>2026-01-23T07:07:51.569Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-geographic-data-science-framework-for-the-functional-and-contextual-analysis-o.html</loc>
    <lastmod>2026-01-23T07:07:51.583Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-framework-for-delineating-the-scale-extent-and-characteristics-of-american-ret.html</loc>
    <lastmod>2026-01-23T07:07:51.568Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-classification-of-multidimensional-open-data-for-urban-morphology.html</loc>
    <lastmod>2026-01-23T07:07:51.557Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/index.html</loc>
    <lastmod>2026-01-23T08:07:49.963Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/books/educational_opportunities.html</loc>
    <lastmod>2026-01-20T13:40:54.522Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/books/book_geocomputation.html</loc>
    <lastmod>2026-01-20T13:40:43.539Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/books/Big_Spatial_Data.html</loc>
    <lastmod>2026-01-20T13:40:15.582Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/about.html</loc>
    <lastmod>2026-01-20T14:10:28.318Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/books.html</loc>
    <lastmod>2026-01-20T14:25:06.497Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/books/book_consumer_data.html</loc>
    <lastmod>2026-01-20T13:40:36.821Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/books/book_urban_analytics.html</loc>
    <lastmod>2026-01-20T13:44:27.299Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/contact.html</loc>
    <lastmod>2026-01-19T21:59:39.043Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications.html</loc>
    <lastmod>2026-01-20T11:19:13.089Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-deep-learning-approach-to-identify-unhealthy-advertisements-in-street-view-ima.html</loc>
    <lastmod>2026-01-23T07:07:51.562Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-generalized-model-of-activity-space.html</loc>
    <lastmod>2026-01-23T07:07:51.574Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-gis-approach-to-modelling-cosub2subemissions-associated-with-the-pupil-school.html</loc>
    <lastmod>2026-01-23T07:07:51.582Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-neighbourhood-output-area-classification-from-the-2021-and-2022-uk-censuses.html</loc>
    <lastmod>2026-01-23T07:07:51.587Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-regional-exploration-of-retail-visits-during-the-covid-19-pandemic.html</loc>
    <lastmod>2026-01-23T07:07:51.563Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/a-survey-of-the-use-of-geographic-information-systems-in-english-local-authority.html</loc>
    <lastmod>2026-01-23T07:07:51.585Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/an-open-source-delineation-and-hierarchical-classification-of-uk-retail-agglomer.html</loc>
    <lastmod>2026-01-23T07:07:51.578Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/assessing-the-value-of-user-generated-images-of-urban-surroundings-for-house-pri.html</loc>
    <lastmod>2026-01-23T07:07:51.567Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/broadband-speed-equity-a-new-digital-divide.html</loc>
    <lastmod>2026-01-23T07:07:51.561Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/changing-patterns-of-sars-cov-2-infection-through-delta-and-omicron-waves-by-vac.html</loc>
    <lastmod>2026-01-23T07:07:51.583Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/classifying-and-mapping-residential-structure-through-the-london-output-area-cla.html</loc>
    <lastmod>2026-01-23T07:07:51.570Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/creating-open-source-geodemographics-refining-a-national-classification-of-censu.html</loc>
    <lastmod>2026-01-23T07:07:51.580Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/data-infrastructure-requirements-for-new-geodemographic-classifications-the-exam.html</loc>
    <lastmod>2026-01-23T07:07:51.569Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/decomposing-the-temporal-signature-of-nitrogen-dioxide-declines-during-the-covid.html</loc>
    <lastmod>2026-01-23T07:07:51.571Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/developing-two-dimensional-indicators-of-transport-demand-and-supply-to-promote.html</loc>
    <lastmod>2026-01-23T07:07:51.577Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/escaping-the-pushpin-paradigm-in-geographic-information-science-representing-nat.html</loc>
    <lastmod>2026-01-23T07:07:51.580Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/estimating-attractiveness-hierarchy-and-catchment-area-extents-for-a-national-se.html</loc>
    <lastmod>2026-01-23T07:07:51.560Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/estimating-secondary-school-catchment-areas-and-the-spatial-equity-of-access.html</loc>
    <lastmod>2026-01-23T07:07:51.563Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/featured-graphic-transport-mode-choice-and-the-commute-to-work.html</loc>
    <lastmod>2026-01-23T07:07:51.575Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/geodemographics-and-residential-differentiation-a-methodological-review-and-futu.html</loc>
    <lastmod>2026-01-23T07:07:51.559Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/geodemographics-visualisation-and-social-networks-in-applied-geography.html</loc>
    <lastmod>2026-01-23T07:07:51.586Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/geographic-data-science.html</loc>
    <lastmod>2026-01-23T07:07:51.573Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/harnessing-mobility-data-to-capture-changing-work-from-home-behaviours-between-c.html</loc>
    <lastmod>2026-01-23T07:07:51.581Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/including-accident-information-in-automatic-bicycle-route-planning-for-urban-are.html</loc>
    <lastmod>2026-01-23T07:07:51.560Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/leveraging-advanced-technologies-for-smart-transportation-planning-a-systematic.html</loc>
    <lastmod>2026-01-23T07:07:51.568Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/local-data-spaces-leveraging-trusted-research-environments-for-secure-location-b.html</loc>
    <lastmod>2026-01-23T07:07:51.565Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/mapping-cognitive-place-associations-within-the-united-kingdom-through-online-di.html</loc>
    <lastmod>2026-01-23T07:07:51.562Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/mapping-multidimensional-energy-deprivation-socio-spatial-inequalities-and-polic.html</loc>
    <lastmod>2026-01-23T07:07:51.582Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/measuring-the-spatial-vulnerability-of-retail-centres-to-online-consumption-thro.html</loc>
    <lastmod>2026-01-23T07:07:51.571Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/more-bark-than-bytes-reflections-on-21-years-of-geocomputation.html</loc>
    <lastmod>2026-01-23T07:07:51.576Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/oacoder-postcode-coding-tool.html</loc>
    <lastmod>2026-01-23T07:07:51.558Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/open-data-products-a-framework-for-creating-valuable-analysis-ready-data.html</loc>
    <lastmod>2026-01-23T07:07:51.557Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/predicting-students-academic-performance-based-on-school-and-socio-demographic-c.html</loc>
    <lastmod>2026-01-23T07:07:51.585Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/reconfiguration-and-economic-performance-of-british-retail-centres-in-the-post-p.html</loc>
    <lastmod>2026-01-23T07:07:51.582Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/researching-the-riots.html</loc>
    <lastmod>2026-01-23T07:07:51.584Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/segmentation-using-large-language-models-a-new-typology-of-american-neighborhood.html</loc>
    <lastmod>2026-01-23T07:07:51.585Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/studying-neighborhoods-using-uncertain-data-from-the-american-community-survey-a.html</loc>
    <lastmod>2026-01-23T07:07:51.568Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/the-association-between-fast-food-outlets-and-overweight-in-adolescents-is-confo.html</loc>
    <lastmod>2026-01-23T07:07:51.587Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/the-geodemographics-of-access-and-participation-in-geography.html</loc>
    <lastmod>2026-01-23T07:07:51.581Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/the-internal-structure-of-greater-london-a-comparison-of-national-and-regional-g.html</loc>
    <lastmod>2026-01-23T07:07:51.586Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/the-stability-of-geodemographic-cluster-assignments-over-an-intercensal-period.html</loc>
    <lastmod>2026-01-23T07:07:51.577Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/thriving-or-surviving-understanding-the-geography-of-financial-precarity-in-grea.html</loc>
    <lastmod>2026-01-23T07:07:51.586Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/tracking-spatio-temporal-energy-vulnerability-a-composite-indicator-for-england.html</loc>
    <lastmod>2026-01-23T07:07:51.573Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/uncertainty-in-the-analysis-of-ethnicity-classifications-issues-of-extent-and-ag.html</loc>
    <lastmod>2026-01-23T07:07:51.556Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/unraveling-the-brexitcovid-19-nexus-assessing-the-decline-of-eu-student-applicat.html</loc>
    <lastmod>2026-01-23T07:07:51.576Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/using-convolutional-autoencoders-to-extract-visual-features-of-leisure-and-retai.html</loc>
    <lastmod>2026-01-23T07:07:51.574Z</lastmod>
  </url>
  <url>
    <loc>https://www.alex-singleton.com/publications/using-machine-learning-to-investigate-self-medication-purchasing-in-england-via.html</loc>
    <lastmod>2026-01-23T07:07:51.587Z</lastmod>
  </url>
</urlset>
