{"id":47409,"date":"2026-08-07T13:54:37","date_gmt":"2026-08-07T10:54:37","guid":{"rendered":"https:\/\/outscraper.com\/?p=47409"},"modified":"2026-08-07T13:56:43","modified_gmt":"2026-08-07T10:56:43","slug":"advanced-local-business-directory-features","status":"publish","type":"post","link":"https:\/\/outscraper.com\/ua\/advanced-local-business-directory-features\/","title":{"rendered":"How to Add Advanced Local Business Directory Features with Outscraper"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"47409\" class=\"elementor elementor-47409\" data-elementor-post-type=\"post\">\n\t\t\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-54c3963f e-flex e-con-boxed e-con e-parent\" data-id=\"54c3963f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1600c943 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"1600c943\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:[],&quot;headings_by_tags&quot;:[&quot;h2&quot;],&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;marker_view&quot;:&quot;numbers&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h2 class=\"elementor-toc__header-title\">\n\t\t\t\tTable of Contents\t\t\t<\/h2>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__1600c943\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__1600c943\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__1600c943\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-25a2eb4 e-flex e-con-boxed e-con e-parent\" data-id=\"25a2eb4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9d86e0f elementor-widget elementor-widget-text-editor\" data-id=\"9d86e0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Adding advanced local business directory features became a data-cleaning problem before it became a website update.\u00a0<\/p><p>I found that out after collecting a new set of Chicago dental clinic records with Outscraper. The export contained 930 rows but only 500 unique Google Place IDs because <strong>Leads &amp; Contacts Enrichment<\/strong> returned separate rows for some emails and professional contacts.\u00a0<\/p><p>Uploading all 930 rows without checking them first risked creating repeated clinic listings and exposing fields that did not belong in a public directory.<\/p><p data-start=\"916\" data-end=\"1178\">In the first part of this project, I used ChatGPT Work and an Outscraper JSON export to build a searchable directory with 467 qualifying dental listings. Visitors searched by clinic name, category, address, or ZIP code and compare available business details.<\/p><p data-start=\"1180\" data-end=\"1345\">The original setup is covered in <a href=\"https:\/\/outscraper.com\/build-local-business-directory\/\"><strong>How to Build a Local Business Directory in 6 Simple Steps<\/strong><\/a> with Outscraper.\u00a0<\/p><p data-start=\"1153\" data-end=\"1351\" class=\"PDq2pG_selectionAnchorContainer\">For this second part, I grouped the repeated enrichment rows and reapplied the Chicago, operating-status, dental-category, and Place ID rules. This left 475 clinic records for the updated directory.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"1353\" data-end=\"1616\" data-is-last-node=\"\" data-is-only-node=\"\">I then used ChatGPT Work to add reusable clinic pages, more search controls, pagination, a multi-tag category system, and an interactive map. Instead of replacing the original Chicago Dental Guide, I published the advanced version as a separate updated directory.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-30e47e7 e-flex e-con-boxed e-con e-parent\" data-id=\"30e47e7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-75736ea elementor-widget elementor-widget-heading\" data-id=\"75736ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Quick Answer: How to Improve a Local Business Directory<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5466c02 elementor-widget elementor-widget-text-editor\" data-id=\"5466c02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ol><li>Group the 930 source rows by Google Place ID.<\/li><li>Create one public record for each of the 500 unique clinics.<\/li><li>Keep enrichment emails and person-level contacts in a private file.<\/li><li>Reapply the directory rules and retain 475 Chicago clinics.<\/li><li>Connect the 475 cleaned public records to the updated directory.<\/li><li>Add clinic pages, filters, sorting, pagination, category groups, and a map.<\/li><li>Test the updated build, fix publishing problems, and publish it as a separate public directory.<\/li><\/ol><p>Want to collect local business data for your directory? Use the <a href=\"https:\/\/outscraper.com\/google-maps-scraper\/\"><strong>Outscraper Google Maps Scraper<\/strong><\/a> to search category and location.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-b18c9a0 e-flex e-con-boxed e-con e-parent\" data-id=\"b18c9a0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-9f0ad89 e-con-full e-flex e-con e-child\" data-id=\"9f0ad89\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-ab1a10f e-con-full e-flex e-con e-child\" data-id=\"ab1a10f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-687f79c e-con-full e-flex e-con e-child\" data-id=\"687f79c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-2fb941d e-con-full e-flex e-con e-child\" data-id=\"2fb941d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c17140c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"c17140c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Start With Cleaner Business Records<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a745155 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"a745155\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Use <strong>Outscraper Google Maps Scraper<\/strong> to collect public business data by category and location, then review the records before adding them to your directory.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-45ab305 e-con-full e-flex e-con e-child\" data-id=\"45ab305\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7db06a9 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"7db06a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/outscraper.com\/google-maps-scraper\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Get Business Data with Outscraper<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-d9cb572 e-flex e-con-boxed e-con e-parent\" data-id=\"d9cb572\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1a713c3f elementor-widget elementor-widget-image\" data-id=\"1a713c3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/outscraper-local-directory-930-to-475-workflow.webp\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"outscraper-local-directory-930-to-475-workflow\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDc2NzgsInVybCI6Imh0dHBzOlwvXC9vdXRzY3JhcGVyLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNlwvMDhcL291dHNjcmFwZXItbG9jYWwtZGlyZWN0b3J5LTkzMC10by00NzUtd29ya2Zsb3cud2VicCJ9\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"750\" height=\"422\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/outscraper-local-directory-930-to-475-workflow-1024x576.webp\" class=\"attachment-large size-large wp-image-47678\" alt=\"Workflow from 930 Outscraper rows to 475 records in the updated local business directory.\" srcset=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/outscraper-local-directory-930-to-475-workflow-1024x576.webp 1024w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/outscraper-local-directory-930-to-475-workflow-300x169.webp 300w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/outscraper-local-directory-930-to-475-workflow-768x432.webp 768w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/outscraper-local-directory-930-to-475-workflow-1536x864.webp 1536w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/outscraper-local-directory-930-to-475-workflow-18x10.webp 18w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/outscraper-local-directory-930-to-475-workflow.webp 1672w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">How to add Advanced Features for Local Directory Using Outscraper Data<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70a3c51c elementor-widget elementor-widget-heading\" data-id=\"70a3c51c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What Changed After the First Directory Build<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ed6a8b2 elementor-widget elementor-widget-text-editor\" data-id=\"6ed6a8b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2868\" data-end=\"2962\" class=\"PDq2pG_selectionAnchorContainer\">The first Chicago Dental Guide showed that a local directory can run from a cleaned JSON file.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"2964\" data-end=\"3065\">I started with 500 Outscraper records and kept 467 listings that matched the first directory\u2019s rules.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbe92c8 elementor-widget elementor-widget-heading\" data-id=\"fbe92c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What the First Directory Already Included<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e108bd elementor-widget elementor-widget-text-editor\" data-id=\"7e108bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"3114\" data-end=\"3139\" class=\"PDq2pG_selectionAnchorContainer\">Visitors could search by:<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><ul data-start=\"3141\" data-end=\"3205\"><li data-section-id=\"pn547q\" data-start=\"3141\" data-end=\"3155\">clinic name;<\/li><li data-section-id=\"1m5fahh\" data-start=\"3156\" data-end=\"3174\">dental category;<\/li><li data-section-id=\"nwyd39\" data-start=\"3175\" data-end=\"3185\">address;<\/li><li data-section-id=\"g3azz4\" data-start=\"3186\" data-end=\"3205\">Chicago ZIP code.<\/li><\/ul><p data-start=\"3207\" data-end=\"3311\">The listing cards displayed available ratings, review counts, phone numbers, websites, and review links.<\/p><p data-start=\"3313\" data-end=\"3452\">The site also included dental-category shortcuts, location browsing, highly rated listings, and a responsive layout for desktop and mobile.<\/p><p data-start=\"3454\" data-end=\"3625\">The full collection, filtering, and publishing process is covered in the first local business directory tutorial.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a2406e5 elementor-widget elementor-widget-eael-image-scroller\" data-id=\"2a2406e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"eael-image-scroller.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"eael-image-scroller eael-image-scroller-vertical eael-image-scroller-hover\">\n\t\t\t<img decoding=\"async\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/07\/chicago-dental-directory-homepage-scaled.webp\" alt=\"Searchable Chicago dental directory homepage built with ChatGPT Work and Outscraper data\">\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75caeef elementor-widget elementor-widget-heading\" data-id=\"75caeef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Why the Directory Needed a Second Update<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd7e914 elementor-widget elementor-widget-text-editor\" data-id=\"fd7e914\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"3673\" data-end=\"3714\" class=\"PDq2pG_selectionAnchorContainer\">The first version still had clear limits.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"3716\" data-end=\"3735\">It did not include:<\/p><ul><li data-section-id=\"1qzacji\" data-start=\"3737\" data-end=\"3773\">a working map with clinic markers;<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/li><li data-section-id=\"6f74bc\" data-start=\"3774\" data-end=\"3800\">individual clinic pages;<\/li><li data-section-id=\"1g0tjq7\" data-start=\"3801\" data-end=\"3814\">pagination;<\/li><li data-section-id=\"1pkokls\" data-start=\"3815\" data-end=\"3834\">detailed filters;<\/li><li data-section-id=\"qcmvzc\" data-start=\"3835\" data-end=\"3869\">consistent opening-hours fields;<\/li><li data-section-id=\"3ihqnd\" data-start=\"3870\" data-end=\"3886\">booking links;<\/li><li data-section-id=\"4j4ys5\" data-start=\"3887\" data-end=\"3912\">structured area labels.<\/li><\/ul><p data-start=\"3914\" data-end=\"4062\" class=\"PDq2pG_selectionAnchorContainer\">The original prepared file also lacked the coordinates needed for a real map. Its location searches depended mainly on full addresses and ZIP codes.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"4064\" data-end=\"4192\">For the second collection, I kept the 500-result limit and the operational-only setting, then added <a href=\"https:\/\/outscraper.com\/how-outscraper-contacts-leads-enrichment-works\/\"><strong>Leads &amp; Contacts Enrichment<\/strong><\/a>.<\/p><p data-start=\"4194\" data-end=\"4357\">The updated export included coordinates, ZIP codes, area labels, photos, working hours, booking links, company social profiles, and person-level enrichment fields.<\/p><p data-start=\"4359\" data-end=\"4513\">The enrichment emails and professional contact details were treated as private data. They were not added to the public clinic file or sent to the browser.<\/p><p data-start=\"4515\" data-end=\"4698\">The source field called <code data-start=\"4539\" data-end=\"4547\">county<\/code> also needed different wording. It contained values such as West Loop rather than Illinois counties, so I renamed it <code data-start=\"4664\" data-end=\"4676\">area_label<\/code> in the prepared data.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ac7a7c elementor-widget elementor-widget-heading\" data-id=\"2ac7a7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Clean and Normalize the Updated Outscraper Data<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-354b6df9 elementor-widget elementor-widget-text-editor\" data-id=\"354b6df9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The updated export introduced a problem that did not appear in the first file: the number of rows no longer matched the number of businesses.<a href=\"https:\/\/outscraper.com\/glossary\/json\/\"><strong><\/strong><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e18639 elementor-widget elementor-widget-heading\" data-id=\"8e18639\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Why 930 Rows Did Not Mean 930 Clinics<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4cdc743 elementor-widget elementor-widget-text-editor\" data-id=\"4cdc743\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"4938\" data-end=\"4963\" class=\"PDq2pG_selectionAnchorContainer\">The new export contained:<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><ul data-start=\"4965\" data-end=\"5072\"><li data-section-id=\"11ougbx\" data-start=\"4965\" data-end=\"4983\">930 source rows;<\/li><li data-section-id=\"16rermh\" data-start=\"4984\" data-end=\"5014\">500 unique Google Place IDs;<\/li><li data-section-id=\"yrubf1\" data-start=\"5015\" data-end=\"5048\">430 additional enrichment rows;<\/li><li data-section-id=\"1dv3o1y\" data-start=\"5049\" data-end=\"5072\">no missing Place IDs.<\/li><\/ul><p data-start=\"5074\" data-end=\"5117\">The 500 clinics were distributed like this:<\/p><ul data-start=\"5119\" data-end=\"5226\"><li data-section-id=\"mk8k0c\" data-start=\"5119\" data-end=\"5153\">247 clinics appeared in one row;<\/li><li data-section-id=\"1yd26br\" data-start=\"5154\" data-end=\"5188\">76 clinics appeared in two rows;<\/li><li data-section-id=\"173t97k\" data-start=\"5189\" data-end=\"5226\">177 clinics appeared in three rows.<\/li><\/ul><p data-start=\"5228\" data-end=\"5409\">The repeated rows came from Leads &amp; Contacts Enrichment. When several emails or professional contacts were found for one clinic, the export returned separate rows for those results.<\/p><p data-start=\"5411\" data-end=\"5624\">The clinic-level fields remained consistent within each Place ID. The name, address, website, rating, coordinates, hours, photo, booking link, and company social profiles did not conflict across the repeated rows.<\/p><p data-start=\"5626\" data-end=\"5697\">That made it possible to create one main public record for each clinic.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f48c4b9 elementor-widget elementor-widget-image\" data-id=\"f48c4b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/normalize-outscraper-enrichment-rows-by-place-id.webp\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"normalize-outscraper-enrichment-rows-by-place-id\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDc0NjksInVybCI6Imh0dHBzOlwvXC9vdXRzY3JhcGVyLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNlwvMDhcL25vcm1hbGl6ZS1vdXRzY3JhcGVyLWVucmljaG1lbnQtcm93cy1ieS1wbGFjZS1pZC53ZWJwIn0%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"750\" height=\"422\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/normalize-outscraper-enrichment-rows-by-place-id-1024x576.webp\" class=\"attachment-large size-large wp-image-47469\" alt=\"Workflow for grouping 930 Outscraper rows into 500 unique clinics by Google Place ID\" srcset=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/normalize-outscraper-enrichment-rows-by-place-id-1024x576.webp 1024w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/normalize-outscraper-enrichment-rows-by-place-id-300x169.webp 300w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/normalize-outscraper-enrichment-rows-by-place-id-768x432.webp 768w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/normalize-outscraper-enrichment-rows-by-place-id-1536x864.webp 1536w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/normalize-outscraper-enrichment-rows-by-place-id-18x10.webp 18w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/normalize-outscraper-enrichment-rows-by-place-id.webp 1672w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Grouping records by Google Place ID prevented 430 enrichment rows from creating duplicate clinic listings.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7deda80 elementor-widget elementor-widget-heading\" data-id=\"7deda80\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Group Records by Google Place ID<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1439d82 elementor-widget elementor-widget-text-editor\" data-id=\"1439d82\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"5737\" data-end=\"5842\" class=\"PDq2pG_selectionAnchorContainer\">I grouped the source records by <code data-start=\"5769\" data-end=\"5779\">place_id<\/code> and created one clinic-level object for every unique business.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"5844\" data-end=\"5927\">The public master file contained all 500 unique clinics with no repeated Place IDs.<\/p><p data-start=\"5929\" data-end=\"5995\">Each public record stored the data in clearer sections, including:<\/p><ul data-start=\"5997\" data-end=\"6240\"><li data-section-id=\"kfswm2\" data-start=\"5997\" data-end=\"6030\">clinic identity and categories;<\/li><li data-section-id=\"1fpihl1\" data-start=\"6031\" data-end=\"6059\">structured address fields;<\/li><li data-section-id=\"12gdshz\" data-start=\"6060\" data-end=\"6086\">ZIP code and area label;<\/li><li data-section-id=\"4ujuff\" data-start=\"6087\" data-end=\"6112\">latitude and longitude;<\/li><li data-section-id=\"1q4ka0t\" data-start=\"6113\" data-end=\"6147\">public phone number and website;<\/li><li data-section-id=\"102efnq\" data-start=\"6148\" data-end=\"6174\">rating and review count;<\/li><li data-section-id=\"2755v8\" data-start=\"6175\" data-end=\"6191\">opening hours;<\/li><li data-section-id=\"yjn89m\" data-start=\"6192\" data-end=\"6207\">booking link;<\/li><li data-section-id=\"16k7qio\" data-start=\"6208\" data-end=\"6240\">approved company-level fields.<\/li><\/ul><p data-start=\"6242\" data-end=\"6311\">I then reapplied the original directory rules. Each record needed to:<\/p><ul data-start=\"6313\" data-end=\"6446\"><li data-section-id=\"16lsql\" data-start=\"6313\" data-end=\"6339\">have a Chicago location;<\/li><li data-section-id=\"1nnauq2\" data-start=\"6340\" data-end=\"6367\">be marked as operational;<\/li><li data-section-id=\"1ocnwl8\" data-start=\"6368\" data-end=\"6413\">have a relevant dental category or subtype;<\/li><li data-section-id=\"jfxf69\" data-start=\"6414\" data-end=\"6446\">have a unique Google Place ID.<\/li><\/ul><p data-start=\"6448\" data-end=\"6560\">This produced 475 directory-ready clinics. The other 25 records were excluded because they were outside Chicago.<\/p><p data-start=\"6562\" data-end=\"6824\">The result was eight listings higher than the first directory\u2019s 467-record count. That difference does not prove that eight new clinics opened. The two files came from separate data collections, so the returned businesses and available fields were not identical.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab972ae elementor-widget elementor-widget-heading\" data-id=\"ab972ae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Separate Public Business Data From Private Contact Data<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4781ac0 elementor-widget elementor-widget-text-editor\" data-id=\"4781ac0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"6887\" data-end=\"7007\" class=\"PDq2pG_selectionAnchorContainer\">The enrichment export included both clinic-level data and person-level contact data. Those fields needed separate files.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"7009\" data-end=\"7037\">The private fields included:<\/p><ul data-start=\"7039\" data-end=\"7229\"><li data-section-id=\"hc7xf8\" data-start=\"7039\" data-end=\"7052\">full names;<\/li><li data-section-id=\"1bm9x6k\" data-start=\"7053\" data-end=\"7076\">first and last names;<\/li><li data-section-id=\"1dhjzon\" data-start=\"7077\" data-end=\"7090\">job titles;<\/li><li data-section-id=\"y19bvp\" data-start=\"7091\" data-end=\"7111\">enrichment emails;<\/li><li data-section-id=\"3nfctb\" data-start=\"7112\" data-end=\"7136\">contact phone numbers;<\/li><li data-section-id=\"45tlbp\" data-start=\"7137\" data-end=\"7166\">personal LinkedIn profiles;<\/li><li data-section-id=\"1to0zjl\" data-start=\"7167\" data-end=\"7201\">other person-level social links;<\/li><li data-section-id=\"1mq690u\" data-start=\"7202\" data-end=\"7229\">enrichment-source fields.<\/li><\/ul><p data-start=\"7231\" data-end=\"7340\">After exact repeated contact objects were removed, 779 distinct contact objects remained in the private file.<\/p><p data-start=\"7342\" data-end=\"7472\">Advanced directory features work best with clean, structured business data.<\/p><p data-start=\"7474\" data-end=\"7600\">The email wording also needed care. I used Leads &amp; Contacts Enrichment, but I did not use the separate Email Address Verifier.<\/p><p data-start=\"7602\" data-end=\"7760\">The results should therefore be described as <strong data-start=\"7647\" data-end=\"7674\">found enrichment emails<\/strong>, not verified emails. All of those email values remained private during this project.<\/p><p data-start=\"7762\" data-end=\"7929\">The link review found 48 suspicious URL values. Instead of displaying uncertain links, I changed those public link fields to <code data-start=\"7887\" data-end=\"7893\">null<\/code> until they can be checked manually.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-abeb758 elementor-widget elementor-widget-image\" data-id=\"abeb758\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/public-business-data-vs-private-contact-data_converted.webp\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"public-business-data-vs-private-contact-data_converted\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDc0NzAsInVybCI6Imh0dHBzOlwvXC9vdXRzY3JhcGVyLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNlwvMDhcL3B1YmxpYy1idXNpbmVzcy1kYXRhLXZzLXByaXZhdGUtY29udGFjdC1kYXRhX2NvbnZlcnRlZC53ZWJwIn0%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"750\" height=\"422\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/public-business-data-vs-private-contact-data_converted-1024x576.webp\" class=\"attachment-large size-large wp-image-47470\" alt=\"Comparison of public clinic fields and private enrichment contact fields\" srcset=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/public-business-data-vs-private-contact-data_converted-1024x576.webp 1024w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/public-business-data-vs-private-contact-data_converted-300x169.webp 300w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/public-business-data-vs-private-contact-data_converted-768x432.webp 768w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/public-business-data-vs-private-contact-data_converted-1536x864.webp 1536w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/public-business-data-vs-private-contact-data_converted-18x10.webp 18w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/public-business-data-vs-private-contact-data_converted.webp 1672w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Clinic-level details were placed in the public dataset, while person-level enrichment stayed in a separate private file.<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-36a040b8 e-flex e-con-boxed e-con e-parent\" data-id=\"36a040b8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-abc2815 e-grid e-con-full e-con e-child\" data-id=\"abc2815\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-590ba8b1 elementor-widget elementor-widget-image\" data-id=\"590ba8b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1254\" height=\"1254\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/07\/collect-local-business-data-directory.webp\" class=\"attachment-full size-full wp-image-47212\" alt=\"Illustration of collecting local business records by category and location for a searchable directory\" srcset=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/07\/collect-local-business-data-directory.webp 1254w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/07\/collect-local-business-data-directory-300x300.webp 300w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/07\/collect-local-business-data-directory-1024x1024.webp 1024w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/07\/collect-local-business-data-directory-150x150.webp 150w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/07\/collect-local-business-data-directory-768x768.webp 768w, https:\/\/outscraper.com\/wp-content\/uploads\/2026\/07\/collect-local-business-data-directory-12x12.webp 12w\" sizes=\"(max-width: 1254px) 100vw, 1254px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-240ec715 e-con-full e-flex e-con e-child\" data-id=\"240ec715\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-554f1783 elementor-widget elementor-widget-heading\" data-id=\"554f1783\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Download Chicago Dentist Data for Your Advanced Directory<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5679213b elementor-widget elementor-widget-text-editor\" data-id=\"5679213b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Use Google Maps scraper to collect enriched business records of dentists in Chicago to populate your local directory.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7704e79e elementor-widget elementor-widget-button\" data-id=\"7704e79e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/auth.outscraper.com\/googleMaps?dd=true&#038;e=leads_n_contacts&#038;gl=US&#038;hl=en&#038;limit=500\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Get Data as JSON File<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-45bb1133 e-flex e-con-boxed e-con e-parent\" data-id=\"45bb1133\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b76c5d3 elementor-widget elementor-widget-heading\" data-id=\"2b76c5d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Add Richer Clinic Profile Pages<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e7b2c9e elementor-widget elementor-widget-text-editor\" data-id=\"4e7b2c9e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"7967\" data-end=\"8171\" class=\"PDq2pG_selectionAnchorContainer\">In the updated directory, ChatGPT Work uses one reusable clinic-detail component instead of creating hundreds of separate pages manually.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71b69a1f elementor-widget elementor-widget-heading\" data-id=\"71b69a1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Create One Reusable Page for Every Clinic<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cc29fd5 elementor-widget elementor-widget-text-editor\" data-id=\"7cc29fd5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"8347\" data-end=\"8409\" class=\"PDq2pG_selectionAnchorContainer\">All 475 clinic records in the updated directory can open a unique detail route.<\/p><p data-start=\"8411\" data-end=\"8444\">The routes follow this structure:<\/p><p data-start=\"8446\" data-end=\"8487\"><code data-start=\"8446\" data-end=\"8487\">\/clinics\/&lt;safe-clinic-slug&gt;--&lt;place-id&gt;<\/code><\/p><p data-start=\"8489\" data-end=\"8580\">The clinic name creates a readable slug, while the Google Place ID keeps each route unique.<\/p><p data-start=\"8582\" data-end=\"8607\">The final project checks found:<\/p><ul data-start=\"8609\" data-end=\"8720\"><li data-section-id=\"1falm70\" data-start=\"8609\" data-end=\"8640\">475 clinic-card detail links;<\/li><li data-section-id=\"1j5ud8\" data-start=\"8641\" data-end=\"8661\">475 unique routes;<\/li><li data-section-id=\"10sgc3q\" data-start=\"8662\" data-end=\"8684\">no route collisions;<\/li><li data-section-id=\"1k9brv9\" data-start=\"8685\" data-end=\"8720\">no broken generated detail links.<\/li><\/ul><p data-start=\"8722\" data-end=\"8916\">Each listing card also includes a Clinic <strong>Details<\/strong>\u00a0link. The reusable component reads the route, finds the matching clinic in the public <strong>JSON<\/strong>, and displays its available business details.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bfc1bde elementor-widget elementor-widget-heading\" data-id=\"bfc1bde\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Show Approved Public Fields<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ef5244 elementor-widget elementor-widget-text-editor\" data-id=\"8ef5244\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"8951\" data-end=\"9022\" class=\"PDq2pG_selectionAnchorContainer\">The clinic pages can display these public fields when they are present:<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><ul data-start=\"9024\" data-end=\"9273\"><li data-section-id=\"pn547q\" data-start=\"9024\" data-end=\"9038\">clinic name;<\/li><li data-section-id=\"1wrsmoh\" data-start=\"9039\" data-end=\"9070\">category and dental subtypes;<\/li><li data-section-id=\"2u6kwm\" data-start=\"9071\" data-end=\"9086\">full address;<\/li><li data-section-id=\"1whyrdu\" data-start=\"9087\" data-end=\"9100\">area label;<\/li><li data-section-id=\"1f3yal\" data-start=\"9101\" data-end=\"9112\">ZIP code;<\/li><li data-section-id=\"1tlvmlq\" data-start=\"9113\" data-end=\"9135\">clinic phone number;<\/li><li data-section-id=\"132klk\" data-start=\"9136\" data-end=\"9146\">website;<\/li><li data-section-id=\"102efnq\" data-start=\"9147\" data-end=\"9173\">rating and review count;<\/li><li data-section-id=\"lkkujk\" data-start=\"9174\" data-end=\"9195\">Google review link;<\/li><li data-section-id=\"17lkhp1\" data-start=\"9196\" data-end=\"9215\">Google Maps link;<\/li><li data-section-id=\"a8e2gx\" data-start=\"9216\" data-end=\"9232\">working hours;<\/li><li data-section-id=\"yjn89m\" data-start=\"9233\" data-end=\"9248\">booking link;<\/li><li data-section-id=\"gze9sa\" data-start=\"9249\" data-end=\"9273\">accessibility details.<\/li><\/ul><p data-start=\"9275\" data-end=\"9479\">The structured <code data-start=\"9290\" data-end=\"9297\">about<\/code> data can also contain service, payment, appointment, parking, and accessibility attributes. Only selected details that fit a consumer-facing dental directory were added to the page.<\/p><p data-start=\"9481\" data-end=\"9638\">The public dataset can contain photo URLs and company social-profile fields when they are available. I did not rely on those fields as core clinic-page features in this version.\u00a0<\/p><p data-start=\"9640\" data-end=\"9760\">Enrichment emails were also excluded because the export did not contain a separately reviewed public clinic-email field.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8e69a2 elementor-widget elementor-widget-heading\" data-id=\"f8e69a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Hide Missing Sections and Broken Actions<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45eb4fa elementor-widget elementor-widget-text-editor\" data-id=\"45eb4fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"9808\" data-end=\"9853\" class=\"PDq2pG_selectionAnchorContainer\">Not every clinic has the same amount of data.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"9855\" data-end=\"9882\">The updated public dataset contained:<\/p><ul data-start=\"9884\" data-end=\"10068\"><li data-section-id=\"k4pz0w\" data-start=\"9884\" data-end=\"9915\">125 clinics without websites;<\/li><li data-section-id=\"dfpvft\" data-start=\"9916\" data-end=\"9954\">seven clinics without phone numbers;<\/li><li data-section-id=\"hmgznx\" data-start=\"9955\" data-end=\"9989\">82 clinics without review links;<\/li><li data-section-id=\"199zp6v\" data-start=\"9990\" data-end=\"10026\">300 clinics without booking links;<\/li><li data-section-id=\"6b7mg4\" data-start=\"10027\" data-end=\"10068\">123 clinics without working-hours data.<\/li><\/ul><p data-start=\"10070\" data-end=\"10144\">The reusable page checks each field before displaying a section or button.<\/p><p data-start=\"10146\" data-end=\"10305\">A clinic without a website does not show a website button. A clinic without hours or a booking link does not show empty Working Hours or Appointments sections.<\/p><p data-start=\"10307\" data-end=\"10437\">An unknown clinic route displays a <strong data-start=\"10342\" data-end=\"10362\">Clinic not found<\/strong> message and a link back to the directory instead of showing an empty page.<\/p><p data-start=\"10439\" data-end=\"10502\">The updated build passed without JavaScript compilation errors.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8474a3 elementor-widget elementor-widget-heading\" data-id=\"f8474a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Keep Individual Contact Details Outside Public Pages<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db22d6c elementor-widget elementor-widget-text-editor\" data-id=\"db22d6c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"10562\" data-end=\"10701\" class=\"PDq2pG_selectionAnchorContainer\">The public clinic pages use clinic-level fields such as the phone number, website, address, hours, booking link, review link, and map link.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"10703\" data-end=\"10719\">They do not use:<\/p><ul data-start=\"10721\" data-end=\"10870\"><li data-section-id=\"8hdg3s\" data-start=\"10721\" data-end=\"10751\">named professional contacts;<\/li><li data-section-id=\"y19bvp\" data-start=\"10752\" data-end=\"10772\">enrichment emails;<\/li><li data-section-id=\"1dhjzon\" data-start=\"10773\" data-end=\"10786\">job titles;<\/li><li data-section-id=\"1v40sky\" data-start=\"10787\" data-end=\"10818\">direct contact phone numbers;<\/li><li data-section-id=\"1lv9l4\" data-start=\"10819\" data-end=\"10846\">personal social profiles;<\/li><li data-section-id=\"wmh5r1\" data-start=\"10847\" data-end=\"10870\">owner profile fields.<\/li><\/ul><p data-start=\"10872\" data-end=\"10984\">Privacy checks found no private enrichment fields in the public JSON, website source, or compiled browser files.<\/p><p data-start=\"10986\" data-end=\"11138\">The clinic-detail routes have passed data, route, privacy, and build checks.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-3fbcc43 e-flex e-con-boxed e-con e-parent\" data-id=\"3fbcc43\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2031c1e elementor-widget elementor-widget-heading\" data-id=\"2031c1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Improve Search, Filters, and Local Browsing<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-459355ad elementor-widget elementor-widget-text-editor\" data-id=\"459355ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"11188\" data-end=\"11282\" class=\"PDq2pG_selectionAnchorContainer\">The first directory allowed visitors to search by clinic name, category, address, or ZIP code.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"11284\" data-end=\"11404\">The updated directory adds more controls so visitors can narrow the 475 clinic records without loading every card on one page.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f8dc8b elementor-widget elementor-widget-eael-image-scroller\" data-id=\"0f8dc8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"eael-image-scroller.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"eael-image-scroller eael-image-scroller-vertical eael-image-scroller-hover\">\n\t\t\t<img decoding=\"async\" src=\"https:\/\/outscraper.com\/wp-content\/uploads\/2026\/08\/updated-chicago-dental-directory-advanced-features-scaled.webp\" alt=\"Updated Chicago Dental Directory with advanced search filters, clinic listings, and map\">\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44b45e6 elementor-widget elementor-widget-text-editor\" data-id=\"44b45e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>You can view the <a href=\"https:\/\/chicago-dental-directory-2026.outscraper-team.chatgpt.site\/\" target=\"_blank\" rel=\"noopener\"><strong>updated Chicago Dental Guide<\/strong><\/a>. The original directory remains unchanged. This directory is a research and comparison tool only. Business details can change, so visitors should confirm treatment options, insurance, availability, fees, and appointments directly with each clinic.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc9fc0e elementor-widget elementor-widget-heading\" data-id=\"fc9fc0e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Add Filters, Sorting, Result Counts, and Pagination<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4286c2b elementor-widget elementor-widget-text-editor\" data-id=\"4286c2b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"11463\" data-end=\"11557\" class=\"PDq2pG_selectionAnchorContainer\">The updated directory displays the number of clinics that match the active search and filters.<\/p><p data-start=\"11559\" data-end=\"11594\">Visitors can narrow the records by:<\/p><ul data-start=\"11596\" data-end=\"11792\"><li data-section-id=\"1khri6d\" data-start=\"11596\" data-end=\"11614\">directory group;<\/li><li data-section-id=\"1ckgy5i\" data-start=\"11615\" data-end=\"11641\">raw category or subtype;<\/li><li data-section-id=\"1f3yal\" data-start=\"11642\" data-end=\"11653\">ZIP code;<\/li><li data-section-id=\"1whyrdu\" data-start=\"11654\" data-end=\"11667\">area label;<\/li><li data-section-id=\"3y6kzm\" data-start=\"11668\" data-end=\"11685\">minimum rating;<\/li><li data-section-id=\"vfnzrw\" data-start=\"11686\" data-end=\"11709\">minimum review count;<\/li><li data-section-id=\"1iiq9o9\" data-start=\"11710\" data-end=\"11733\">website availability;<\/li><li data-section-id=\"1njoq7a\" data-start=\"11734\" data-end=\"11762\">booking-link availability;<\/li><li data-section-id=\"yo1oh4\" data-start=\"11763\" data-end=\"11792\">working-hours availability.<\/li><\/ul><p data-start=\"11794\" data-end=\"11822\">The sorting choices include:<\/p><ul data-start=\"11824\" data-end=\"11901\"><li data-section-id=\"1sm8hdi\" data-start=\"11824\" data-end=\"11840\">default order;<\/li><li data-section-id=\"1my5zxa\" data-start=\"11841\" data-end=\"11859\">clinic name A\u2013Z;<\/li><li data-section-id=\"1pg7yns\" data-start=\"11860\" data-end=\"11877\">highest rating;<\/li><li data-section-id=\"avp3qr\" data-start=\"11878\" data-end=\"11901\">highest review count.<\/li><\/ul><p data-start=\"11903\" data-end=\"12011\">The directory displays 12 clinic cards per page. This matches the existing three-column desktop card layout.<\/p><p data-start=\"12013\" data-end=\"12214\">The unfiltered 475-record directory creates 40 pages. Tests confirmed that every clinic appeared exactly once across those pages, with no repeated cards, missing records, or broken clinic-detail links.<\/p><p data-start=\"12216\" data-end=\"12299\">The directory returns to page one when a search, filter, or sorting choice changes.<\/p><p data-start=\"12301\" data-end=\"12404\">It also keeps the active directory state when a visitor opens a clinic page and returns to the results.<\/p><p data-start=\"12406\" data-end=\"12514\">A no-results search displays a clear message and a reset action instead of old cards or unusable pagination.<\/p><p data-start=\"12516\" data-end=\"12722\">I did not add an <strong data-start=\"12533\" data-end=\"12545\">Open Now<\/strong> filter. The opening-hours data is stored as display text rather than consistent, time-zone-aware schedule data, so the directory cannot calculate current availability reliably.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c91628 elementor-widget elementor-widget-heading\" data-id=\"1c91628\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Use ZIP Codes and Area Labels for Local Browsing<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49d92a9 elementor-widget elementor-widget-text-editor\" data-id=\"49d92a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"12778\" data-end=\"12891\" class=\"PDq2pG_selectionAnchorContainer\">ZIP filtering now reads the supplied <code data-start=\"12815\" data-end=\"12828\">postal_code<\/code> field rather than extracting a ZIP code from the full address.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"12893\" data-end=\"12967\">Four records contained valid nine-digit ZIP values without a ZIP+4 hyphen.<\/p><p data-start=\"12969\" data-end=\"12981\">For example:<\/p><p data-start=\"12983\" data-end=\"12994\"><code data-start=\"12983\" data-end=\"12994\">606021708<\/code><\/p><p data-start=\"12996\" data-end=\"13023\">was changed for display to:<\/p><p data-start=\"13025\" data-end=\"13037\"><code data-start=\"13025\" data-end=\"13037\">60602-1708<\/code><\/p><p data-start=\"13039\" data-end=\"13094\">The first five digits are used for the main ZIP filter.<\/p><p data-start=\"13096\" data-end=\"13245\">This correction changed the ZIP 60602 result from 64 clinics to 65. The other checked results included 34 clinics for ZIP 60607 and 60 for ZIP 60625.<\/p><p data-start=\"13096\" data-end=\"13245\">For larger city searches, the guide to <a href=\"https:\/\/outscraper.com\/google-maps-scrape-all-places\/\"><strong>scraping businesses by ZIP code<\/strong><\/a> explains how location-based searches can help collect records across densely populated areas.<\/p><p data-start=\"13247\" data-end=\"13387\">The former <code data-start=\"13258\" data-end=\"13266\">county<\/code> field is displayed only as an area label. It is not presented as an Illinois county or a confirmed Chicago neighborhood.<\/p><p data-start=\"13389\" data-end=\"13429\">During testing, the area filters returned:<\/p><ul data-start=\"13431\" data-end=\"13509\"><li data-section-id=\"19s6inl\" data-start=\"13431\" data-end=\"13455\">West Loop: 33 clinics;<\/li><li data-section-id=\"9pewk7\" data-start=\"13456\" data-end=\"13481\">South Loop: 24 clinics;<\/li><li data-section-id=\"tfjks2\" data-start=\"13482\" data-end=\"13509\">Chicago Loop: 92 clinics.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f0d101 elementor-widget elementor-widget-heading\" data-id=\"5f0d101\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Let Clinics Match More Than One Directory Group<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3445e0 elementor-widget elementor-widget-text-editor\" data-id=\"e3445e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The updated directory uses a multi-tag care taxonomy instead of forcing every clinic into one category.<\/p><p>Each of the 475 public clinic records can belong to more than one directory group when its public category and subtype data support it.<\/p><p>The current directory includes:<\/p><ul><li>413 General Dentistry memberships;<\/li><li>65 Pediatric Dentistry memberships;<\/li><li>166 Cosmetic Dentistry memberships;<\/li><li>71 Orthodontics memberships;<\/li><li>84 Emergency Dentistry memberships;<\/li><li>135 Specialty Care memberships.<\/li><\/ul><p>These numbers do not add up to 475 because the groups overlap. A total of 197 clinics belong to more than one group.<\/p><p>Nineteen clinics do not have enough structured category information for one of these directory groups. They remain searchable in the full directory rather than being assigned to a care type based only on their business names.<\/p><p>A clinic that belongs to several groups still appears only once in the results for the selected group.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8bcf30 elementor-widget elementor-widget-heading\" data-id=\"f8bcf30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Connect the Filtered Results to an Interactive Map<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f31936 elementor-widget elementor-widget-text-editor\" data-id=\"2f31936\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"15208\" data-end=\"15270\">I used ChatGPT Work to add an interactive map to the updated directory using<\/p><ul data-start=\"15272\" data-end=\"15330\"><li data-section-id=\"dl5mqo\" data-start=\"15272\" data-end=\"15282\">Leaflet;<\/li><li data-section-id=\"110378o\" data-start=\"15283\" data-end=\"15307\">Leaflet MarkerCluster;<\/li><li data-section-id=\"1rltd8o\" data-start=\"15308\" data-end=\"15330\">OpenStreetMap tiles.<\/li><\/ul><p data-start=\"15332\" data-end=\"15381\">This approach did not require a paid map API key.<\/p><p data-start=\"15383\" data-end=\"15468\">The map follows the full filtered result set rather than the current pagination page.<\/p><p data-start=\"15470\" data-end=\"15528\">The data tests returned matching clinic and marker totals:<\/p><ul data-start=\"15530\" data-end=\"15857\"><li data-section-id=\"pzf5zk\" data-start=\"15530\" data-end=\"15572\">no filters: 475 clinics and 475 markers;<\/li><li data-section-id=\"9c7hv7\" data-start=\"15573\" data-end=\"15612\">ZIP 60602: 65 clinics and 65 markers;<\/li><li data-section-id=\"1yym7wr\" data-start=\"15613\" data-end=\"15652\">West Loop: 33 clinics and 33 markers;<\/li><li data-section-id=\"1w5nycq\" data-start=\"15653\" data-end=\"15702\">General Dentistry: 413 clinics and 413 markers;<\/li><li data-section-id=\"gowmlx\" data-start=\"15703\" data-end=\"15752\">Emergency Dentistry: 84 clinics and 84 markers;<\/li><li data-section-id=\"54acu8\" data-start=\"15753\" data-end=\"15805\">one-clinic name search: one clinic and one marker;<\/li><li data-section-id=\"1nvjc27\" data-start=\"15806\" data-end=\"15857\">no-results search: zero clinics and zero markers.<\/li><\/ul><p data-start=\"15859\" data-end=\"16007\">The coordinate review found 47 shared-location groups containing 131 clinics. These often represented several dental practices in the same building.<\/p><p data-start=\"16009\" data-end=\"16148\">Marker clustering and close-range marker separation keep those clinics as separate selectable records instead of hiding one behind another.<\/p><p data-start=\"16150\" data-end=\"16216\">Each marker popup is designed to show approved public information:<\/p><ul data-start=\"16218\" data-end=\"16327\"><li data-section-id=\"pn547q\" data-start=\"16218\" data-end=\"16232\">clinic name;<\/li><li data-section-id=\"nwyd39\" data-start=\"16233\" data-end=\"16243\">address;<\/li><li data-section-id=\"1e94pm3\" data-start=\"16244\" data-end=\"16285\">rating and review count when available;<\/li><li data-section-id=\"aetl71\" data-start=\"16286\" data-end=\"16307\">clinic-detail link;<\/li><li data-section-id=\"17lkhog\" data-start=\"16308\" data-end=\"16327\">Google Maps link.<\/li><\/ul><p data-start=\"16527\" data-end=\"16718\">The map uses the complete filtered result set rather than only the 12 clinics shown on the current pagination page. Clinic cards also include a <strong data-start=\"8339\" data-end=\"8354\">Show on map<\/strong> action that moves to the correct location while preserving the active directory filters.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-11565fca e-flex e-con-boxed e-con e-parent\" data-id=\"11565fca\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-5671b9ca e-con-full e-flex e-con e-child\" data-id=\"5671b9ca\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-5ff1d9fe e-con-full e-flex e-con e-child\" data-id=\"5ff1d9fe\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-176f203e e-con-full e-flex e-con e-child\" data-id=\"176f203e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1cbbbafe elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"1cbbbafe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Explore More Ways to Work With Business Data<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-34ed5ef3 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"34ed5ef3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Outscraper also offers services for finding contact details, enriching existing records, exporting structured data, and connecting business-data workflows through the API.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-5813b66 e-con-full e-flex e-con e-child\" data-id=\"5813b66\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1dada023 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"1dada023\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/outscraper.com\/services\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Outscraper Services<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-45f48b87 e-flex e-con-boxed e-con e-parent\" data-id=\"45f48b87\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a172733 elementor-widget elementor-widget-heading\" data-id=\"3a172733\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Test the Advanced Local Business Directory Features and Fix Publishing Problems<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-105e8192 elementor-widget elementor-widget-text-editor\" data-id=\"105e8192\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2071\" data-end=\"2195\" class=\"PDq2pG_selectionAnchorContainer\">Adding more features meant testing the data, routes, filters, map, and public files before publishing the updated directory.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"2200\" data-end=\"2326\">I worked through the changes in separate stages to catch problems without replacing the original Chicago Dental Guide.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-885b328 elementor-widget elementor-widget-heading\" data-id=\"885b328\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Add and Test One Feature at a Time<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87e04f0 elementor-widget elementor-widget-text-editor\" data-id=\"87e04f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"16986\" data-end=\"17030\" class=\"PDq2pG_selectionAnchorContainer\">Before publication, I updated the project in this order:<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><ol data-start=\"17032\" data-end=\"17394\"><li data-section-id=\"1sye29t\" data-start=\"17032\" data-end=\"17073\">Group the 930 source rows by Place ID.<\/li><li data-section-id=\"1izum90\" data-start=\"17074\" data-end=\"17118\">Create separate public and private files.<\/li><li data-section-id=\"1qlcnlt\" data-start=\"17119\" data-end=\"17159\">Reapply the original directory rules.<\/li><li data-section-id=\"1tlcxhj\" data-start=\"17160\" data-end=\"17212\">Connect the 475 public clinic records to the updated build.<\/li><li data-section-id=\"15t6rhw\" data-start=\"17213\" data-end=\"17249\">Add reusable clinic-detail pages.<\/li><li data-section-id=\"16obqa1\" data-start=\"17250\" data-end=\"17305\">Add filters, sorting, result counts, and pagination.<\/li><li data-section-id=\"1qlbmcx\" data-start=\"17306\" data-end=\"17356\">Review and replace the original category logic.<\/li><li data-section-id=\"j16q70\" data-start=\"17357\" data-end=\"17394\">Add and check the interactive map.<\/li><\/ol><p data-start=\"17396\" data-end=\"17483\">This order helped me find data and logic problems before they reached the live website.<\/p><p data-start=\"17485\" data-end=\"17509\">For example, it exposed:<\/p><ul data-start=\"17511\" data-end=\"17753\"><li data-section-id=\"dz7vqt\" data-start=\"17511\" data-end=\"17538\">repeated enrichment rows;<\/li><li data-section-id=\"mhpnpi\" data-start=\"17539\" data-end=\"17598\">private contact fields mixed with public business fields;<\/li><li data-section-id=\"10m5e4k\" data-start=\"17599\" data-end=\"17617\">suspicious URLs;<\/li><li data-section-id=\"1tc8rce\" data-start=\"17618\" data-end=\"17646\">non-standard ZIP+4 values;<\/li><li data-section-id=\"11uh3ke\" data-start=\"17647\" data-end=\"17691\">category rules that hid valid specialties;<\/li><li data-section-id=\"4ly6vg\" data-start=\"17692\" data-end=\"17753\">records without enough structured data for shortcut groups.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c21b87 elementor-widget elementor-widget-heading\" data-id=\"9c21b87\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What Passed Before Publication<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57d6dfc elementor-widget elementor-widget-text-editor\" data-id=\"57d6dfc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"17794\" data-end=\"17823\" class=\"PDq2pG_selectionAnchorContainer\">Before publishing the updated directory, the project checks confirmed:<\/p><ul data-start=\"17825\" data-end=\"18131\"><li data-section-id=\"ao9xwy\" data-start=\"17825\" data-end=\"17853\">475 public clinics loaded;<\/li><li data-section-id=\"imspsj\" data-start=\"17854\" data-end=\"17877\">475 unique Place IDs;<\/li><li data-section-id=\"1yb2zgh\" data-start=\"17878\" data-end=\"17905\">no repeated clinic cards;<\/li><li data-section-id=\"1qbbk57\" data-start=\"17906\" data-end=\"17945\">no missing records across pagination;<\/li><li data-section-id=\"1szfyve\" data-start=\"17946\" data-end=\"17982\">no broken generated clinic routes;<\/li><li data-section-id=\"10sgc3q\" data-start=\"17983\" data-end=\"18005\">no route collisions;<\/li><li data-section-id=\"xc7ln2\" data-start=\"18006\" data-end=\"18035\">no invalid map coordinates;<\/li><li data-section-id=\"olqmcm\" data-start=\"18036\" data-end=\"18101\">no private enrichment fields in public files or browser assets;<\/li><li data-section-id=\"19dju7d\" data-start=\"18102\" data-end=\"18131\">no JavaScript build errors.<\/li><\/ul><p data-start=\"18133\" data-end=\"18241\">The existing search behavior also remained available for clinic names, categories, addresses, and ZIP codes.<\/p><p data-start=\"18243\" data-end=\"18341\">The build command completed successfully after the clinic-page, control, taxonomy, and map stages.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-498885b1 e-flex e-con-boxed e-con e-parent\" data-id=\"498885b1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34fbd211 elementor-widget elementor-widget-heading\" data-id=\"34fbd211\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What Broke During Preview and Publishing<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f32947d elementor-widget elementor-widget-text-editor\" data-id=\"f32947d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"4104\" data-end=\"4189\" class=\"PDq2pG_selectionAnchorContainer\">Previewing the updated directory caused some of the hardest problems in this project.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"4194\" data-end=\"4383\">The isolated workspace failed to reliably expose the local Vite server. Vite failed while reading restricted network-interface information, so the browser was unable to reach the local preview.<\/p><p data-start=\"4388\" data-end=\"4535\">I later created a hosted preview that returned a successful response but showed a blank page because the application had been packaged incorrectly.<\/p><p data-start=\"4540\" data-end=\"4760\">Instead of replacing the original Chicago Dental Guide, I used ChatGPT Work to publish the advanced version as a separate public site. This kept the first directory unchanged while giving the updated version its own URL.<\/p><p data-start=\"4765\" data-end=\"4919\">The updated directory is publicly accessible through a direct link, but it currently uses a <code data-start=\"4857\" data-end=\"4866\">noindex<\/code> directive while the project is still being reviewed.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-33748e8 elementor-widget elementor-widget-heading\" data-id=\"33748e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Compare Future Outscraper Exports by Place ID<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ecf2dc elementor-widget elementor-widget-text-editor\" data-id=\"8ecf2dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"19196\" data-end=\"19289\" class=\"PDq2pG_selectionAnchorContainer\">Later Outscraper exports can be matched with the current records through the Google Place ID.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"19291\" data-end=\"19437\">This is safer than matching only by clinic name. Business names, websites, phone numbers, and addresses can change or appear in different formats.<\/p><p data-start=\"19291\" data-end=\"19437\">When collecting a new dataset, the <a href=\"https:\/\/outscraper.com\/google-maps-scraping-getting-started\/\"><strong data-start=\"3918\" data-end=\"3966\">Google Maps scraping getting started guide <\/strong><\/a>explains how to set categories, locations, result limits, and other task settings before running the export.<\/p><p data-start=\"19439\" data-end=\"19479\">A later comparison can check changes in:<\/p><ul data-start=\"19481\" data-end=\"19703\"><li data-section-id=\"102efnq\" data-start=\"19481\" data-end=\"19507\">rating and review count;<\/li><li data-section-id=\"1wl829o\" data-start=\"19508\" data-end=\"19535\">phone number and website;<\/li><li data-section-id=\"1lqro1q\" data-start=\"19536\" data-end=\"19559\">address and category;<\/li><li data-section-id=\"140h8u2\" data-start=\"19560\" data-end=\"19579\">operating status;<\/li><li data-section-id=\"2755v8\" data-start=\"19580\" data-end=\"19596\">opening hours;<\/li><li data-section-id=\"3ihqnd\" data-start=\"19597\" data-end=\"19613\">booking links;<\/li><li data-section-id=\"pv0ip8\" data-start=\"19614\" data-end=\"19623\">photos;<\/li><li data-section-id=\"10kh4r2\" data-start=\"19624\" data-end=\"19658\">approved public business fields;<\/li><li data-section-id=\"n1kv9a\" data-start=\"19659\" data-end=\"19703\">separately stored private contact records.<\/li><\/ul><p data-start=\"19705\" data-end=\"19796\">Suspicious or malformed links should remain outside the public file until they are checked.<\/p><p data-start=\"19798\" data-end=\"19976\">A fresh export should also pass the same location, operating-status, category, Place ID, privacy, ZIP, URL, and missing-field checks before it is used to update the public directory.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-1a12cfda e-flex e-con-boxed e-con e-parent\" data-id=\"1a12cfda\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fd3c148 elementor-widget elementor-widget-heading\" data-id=\"fd3c148\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Final Workflow for Updating a Local Business Directory<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9cec73 elementor-widget elementor-widget-text-editor\" data-id=\"b9cec73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Use this workflow to move from a directory idea to a published website:<\/p><ol><li><strong>Collect<\/strong> a new public-business-data export.<\/li><li><strong>Group repeated records<\/strong> by Google Place ID.<\/li><li><strong>Separate<\/strong> public business fields from private enrichment data.<\/li><li><strong>Reapply location<\/strong>, operating-status, and category rules.<\/li><li><strong>Test<\/strong> clinic pages, filters, pagination, map records, and missing fields.<\/li><li><strong>Publish<\/strong> the approved version without overwriting the previous directory until the update is confirmed.<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-469d9f9a e-flex e-con-boxed e-con e-parent\" data-id=\"469d9f9a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-70c56f20 e-con-full e-flex e-con e-child\" data-id=\"70c56f20\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b72868 elementor-widget elementor-widget-heading\" data-id=\"2b72868\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Add Advanced Local Business Directory Features With Better Data<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a8cc65f elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"2a8cc65f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2531\" data-end=\"2696\">Advanced directory features work best with clean, structured business data.<\/p><p data-start=\"2531\" data-end=\"2696\" class=\"PDq2pG_selectionAnchorContainer\">Use Outscraper Google Maps Scraper to collect records by category and location, then prepare the fields your directory needs.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a6298f4 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"6a6298f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/auth.outscraper.com\/signup\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Try Outscraper for Free<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-49b204b5 e-flex e-con-boxed e-con e-parent\" data-id=\"49b204b5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-703d7d61 elementor-widget elementor-widget-template\" data-id=\"703d7d61\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"13580\" class=\"elementor elementor-13580\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6b414f7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6b414f7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-28114d07\" data-id=\"28114d07\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-209f7ca8 elementor-widget elementor-widget-html\" data-id=\"209f7ca8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 align=\"center\">FAQ<\/h2>\n<p align=\"center\" style=\"font-size:20px\">Most frequent questions and answers<p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58aff366 elementor-widget elementor-widget-toggle\" data-id=\"58aff366\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1481\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1481\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Why Can Enrichment Create Repeated Business Rows?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1481\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1481\"><p data-start=\"20590\" data-end=\"20732\" class=\"PDq2pG_selectionAnchorContainer\">A business can appear in several rows when Leads &amp; Contacts Enrichment finds more than one email or professional contact for the same company.<span aria-hidden=\"true\" class=\"PDq2pG_selectionAnchor\"><\/span><\/p><p data-start=\"20734\" data-end=\"20855\">In this project, 930 rows represented 500 unique Google Place IDs. The other 430 rows were additional enrichment results.<\/p><p data-start=\"20857\" data-end=\"20980\">Grouping the records by <code data-start=\"20881\" data-end=\"20891\">place_id<\/code> created one public clinic record for every business and prevented repeated clinic cards.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1482\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1482\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Should Personal Contact Details Appear in a Public Directory?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1482\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1482\"><p>In this project, person-level contact information was kept outside the public directory. The published clinic records use public business fields such as addresses, websites, phone numbers, ratings, hours, booking links, and location data.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1483\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1483\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Can a Local Business Directory Run From a Static JSON File?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1483\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1483\"><p data-start=\"21992\" data-end=\"22068\" class=\"PDq2pG_selectionAnchorContainer\">Yes. The first Chicago Dental Guide used a static JSON file with 467 qualifying listings. The updated public directory uses 475 normalized clinic records and supports search, clinic-detail pages, filters, sorting, pagination, category groups, and map-based browsing.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1484\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-1484\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">How often should I update a local business directory?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1484\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-1484\"><p>The timing depends on the directory and how quickly its business information changes. A monthly or quarterly review is a practical starting point for checking websites, phone numbers, ratings, hours, booking links, and operating status.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1485\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-1485\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Do I need coding experience to build a local business directory?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1485\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-1485\"><p>Not necessarily. ChatGPT Work helped with the website changes, while I defined the requirements, reviewed the data, tested the results, and documented the problems. More advanced projects may still need technical support for databases, integrations, or automated updates.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1486\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-1486\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-right\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Is the Updated Chicago Dental Guide the same as the original directory?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1486\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-1486\"><p>No. The original Chicago Dental Guide remains unchanged. The advanced version was published as a separate public directory with 475 normalized clinic records, additional filters, clinic-detail pages, pagination, multi-tag care groups, and map-based browsing.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"Why Can Enrichment Create Repeated Business Rows?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p data-start=\\\"20590\\\" data-end=\\\"20732\\\" class=\\\"PDq2pG_selectionAnchorContainer\\\">A business can appear in several rows when Leads &amp; Contacts Enrichment finds more than one email or professional contact for the same company.<span aria-hidden=\\\"true\\\" class=\\\"PDq2pG_selectionAnchor\\\"><\\\/span><\\\/p><p data-start=\\\"20734\\\" data-end=\\\"20855\\\">In this project, 930 rows represented 500 unique Google Place IDs. 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More advanced projects may still need technical support for databases, integrations, or automated updates.<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"Is the Updated Chicago Dental Guide the same as the original directory?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>No. The original Chicago Dental Guide remains unchanged. The advanced version was published as a separate public directory with 475 normalized clinic records, additional filters, clinic-detail pages, pagination, multi-tag care groups, and map-based browsing.<\\\/p>\"}}]}<\/script>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>I used a later Outscraper export to update the Chicago Dental Guide with 475 cleaned clinic records, richer clinic pages, more filters, pagination, multi-tag care groups, and map-based browsing. The project also shows how repeated enrichment rows and private contact data were handled before publication.<\/p>","protected":false},"author":19,"featured_media":47465,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[90],"tags":[403,1026,446,373,131,1012,1025,152],"class_list":["post-47409","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tutorials","tag-business-data","tag-chatgpt-work","tag-data-enrichment","tag-google-maps-data","tag-google-maps-scraper","tag-local-business-data","tag-local-business-directory","tag-outscraper"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO Pro 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"See how 930 Outscraper rows became 475 public clinic records with advanced local business directory features, filters, clinic pages, and a 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