{"id":200556,"date":"2026-03-30T08:38:00","date_gmt":"2026-03-30T12:38:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/03\/30\/we-analyzed-philly-street-scenes-and-identified-signs-of-gentrification-using-machine-learning-trained-on-longtime-residents-observations\/"},"modified":"2026-03-30T09:05:23","modified_gmt":"2026-03-30T13:05:23","slug":"we-analyzed-philly-street-scenes-and-identified-signs-of-gentrification-using-machine-learning-trained-on-longtime-residents-observations","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/03\/30\/we-analyzed-philly-street-scenes-and-identified-signs-of-gentrification-using-machine-learning-trained-on-longtime-residents-observations\/","title":{"rendered":"We analyzed Philly street scenes and identified signs of gentrification using machine learning trained on longtime residents\u2019 observations"},"content":{"rendered":"<p><a href=\"https:\/\/theconversation.com\/we-analyzed-philly-street-scenes-and-identified-signs-of-gentrification-using-machine-learning-trained-on-longtime-residents-observations-277704\">We analyzed Philly street scenes and identified signs of gentrification using machine learning trained on longtime residents\u2019 observations<\/a><\/p>\n<p><a href=\"https:\/\/theconversation.com\/we-analyzed-philly-street-scenes-and-identified-signs-of-gentrification-using-machine-learning-trained-on-longtime-residents-observations-277704\">https:\/\/theconversation.com\/we-analyzed-philly-street-scenes-and-identified-signs-of-gentrification-using-machine-learning-trained-on-longtime-residents-observations-277704<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-03-30 08:38:00<\/a><\/p>\n<p>Source Domain: <a href=\"theconversation.com\">theconversation.com<\/a><\/p>\n<ul>\n<li>New high-rise, modern apartment buildings that starkly contrast with traditional row homes are key signs of gentrification in Philadelphia, often described by longtime residents as \u201cout of place\u201d and lacking architectural style.<\/li>\n<li>Researchers at Drexel and Temple universities developed a method to map gentrification using residents\u2019 descriptions and analysis of Google Street View images and machine learning techniques.<\/li>\n<li>Focus groups revealed that longtime residents could pinpoint visual cues associated with gentrification, such as changes in building design, materials, colors, and landscaping, corroborated by historical Street View data.<\/li>\n<li>They used a deep mapping AI model to determine differences in building scenery from pre- and post-gentrification time periods, achieving about 84% accuracy in identifying gentrified areas.<\/li>\n<li>Researchers emphasize the importance of transparency in AI models that predict gentrification, utilizing techniques like explainable AI (XAI) to help understand the model\u2019s decision-making process and ensure its insights are relevant and accurate.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We analyzed Philly street scenes and identified signs of gentrification using machine learning trained on&#8230;<\/p>\n","protected":false},"author":1,"featured_media":200557,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/images.theconversation.com\/files\/723742\/original\/file-20260313-57-5b5kqo.png?ixlib=rb-4.1.0&rect=23%2C69%2C1287%2C643&q=45&auto=format&w=1356&h=668&fit=crop","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-200556","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/200556"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=200556"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/200556\/revisions"}],"predecessor-version":[{"id":200558,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/200556\/revisions\/200558"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/200557"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=200556"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=200556"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=200556"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}