{"id":1181,"date":"2026-02-06T20:57:04","date_gmt":"2026-02-06T20:57:04","guid":{"rendered":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/?p=1181"},"modified":"2026-02-06T20:58:19","modified_gmt":"2026-02-06T20:58:19","slug":"post-qrb1-development-and-data-integration","status":"publish","type":"post","link":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/2026\/02\/06\/post-qrb1-development-and-data-integration\/","title":{"rendered":"Post-QRB1 Development and Data Integration"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Following our Qualification Review Board (QRB 1) presentation last week, this week was focused on translating the panel\u2019s feedback into concrete technical progress. The team shifted from presentation preparation to deeper implementation, system integration, and validation of our data and architecture decisions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-medium-font-size\"><strong>What We Accomplished This Week<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">This week, we completed the integration of <strong>weather data with the EnergyStar dataset<\/strong>, enabling us to better simulate real-world operational hours and environmental stress on lighting fixtures. This step directly supports the modeling assumptions discussed during QRB 1 and strengthens the realism of our approach.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We also connected our <strong>GitHub repository and Lovable-generated code to a local host environment<\/strong>, allowing the team to iterate more efficiently on UI development and frontend testing.<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"514\" data-id=\"1183\" src=\"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image-1024x514.png\" alt=\"\" class=\"wp-image-1183\" srcset=\"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image-1024x514.png 1024w, https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image-300x150.png 300w, https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image-768x385.png 768w, https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image-1536x770.png 1536w, https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image-419x210.png 419w, https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image.png 1860w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"943\" height=\"869\" data-id=\"1185\" src=\"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image-1.png\" alt=\"\" class=\"wp-image-1185\" srcset=\"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image-1.png 943w, https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image-1-300x276.png 300w, https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image-1-768x708.png 768w, https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-content\/uploads\/sites\/231\/2026\/02\/image-1-228x210.png 228w\" sizes=\"auto, (max-width: 943px) 100vw, 943px\" \/><\/figure>\n<\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-medium-font-size\"><strong>Technical Progress and Team Contributions<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Nikhitha and Jugal<\/strong> worked on integrating weather data with the EnergyStar dataset to replicate operational conditions and environmental stress factors affecting light fixtures.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Satwik and Swetha<\/strong> focused on debugging technical issues in the Flask backend and successfully establishing a stable connection with the API.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Dhivya and Zhiyu<\/strong> advanced the React-based frontend architecture using Node and npm, while resolving JavaScript display-related errors.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">As a team, we reviewed all provided PDFs and Excel sheets, extracting and organizing relevant information to support dataset preparation and future model development.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-medium-font-size\"><strong>Reflection<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">This week highlighted the importance of aligning technical execution with clear system-level understanding. Building on QRB 1 feedback, we were more intentional about validating assumptions, structuring our data pipeline, and ensuring frontend, backend, and modeling components are progressing cohesively. The hands-on integration work helped surface issues early and improved cross-team communication.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-medium-font-size\"><strong>Next Steps<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">In the coming week, our focus will be on:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Integrating the React frontend with the backend API.<\/li>\n\n\n\n<li>Combining building information from PDFs and Excel sheets and extracting meaningful data for UI display.<\/li>\n\n\n\n<li>Creating documentation for the prepared dataset and initiating model development based on this data.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Following our Qualification Review Board (QRB 1) presentation last week, this week was focused on translating the panel\u2019s feedback into concrete technical progress. The team shifted from presentation preparation to deeper implementation, system integration, and validation of our data and&hellip; <a href=\"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/2026\/02\/06\/post-qrb1-development-and-data-integration\/\" aria-label=\"Read \\\"Post-QRB1 Development and Data Integration\\\" class=\"read-more\">Read&nbsp;More<\/a><\/p>\n","protected":false},"author":1007,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[12,71],"tags":[15,73,19],"class_list":["post-1181","post","type-post","status-publish","format-standard","hentry","category-springsemester","category-team-14-springsemester","tag-ippd","tag-luminatech","tag-team14"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-json\/wp\/v2\/posts\/1181","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-json\/wp\/v2\/users\/1007"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-json\/wp\/v2\/comments?post=1181"}],"version-history":[{"count":2,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-json\/wp\/v2\/posts\/1181\/revisions"}],"predecessor-version":[{"id":1189,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-json\/wp\/v2\/posts\/1181\/revisions\/1189"}],"wp:attachment":[{"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-json\/wp\/v2\/media?parent=1181"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-json\/wp\/v2\/categories?post=1181"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2526team14\/wp-json\/wp\/v2\/tags?post=1181"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}