{"id":13,"date":"2025-06-30T10:26:17","date_gmt":"2025-06-30T14:26:17","guid":{"rendered":"https:\/\/the-algorithmist.com\/?p=13"},"modified":"2025-07-07T10:06:45","modified_gmt":"2025-07-07T14:06:45","slug":"automatic-analysis-and-improvement-of-product-data","status":"publish","type":"post","link":"https:\/\/the-algorithmist.com\/index.php\/2025\/06\/30\/automatic-analysis-and-improvement-of-product-data\/","title":{"rendered":"eCommerce Product Title Analysis"},"content":{"rendered":"\n<p>I created a tool in python to quickly analyze all the product titles in an eCommerce dataset for 20 kinds of problems and create a PDF summary report with examples and detailed Excel Report with all problems and suggested fixes.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1023\" height=\"727\" src=\"https:\/\/the-algorithmist.com\/wp-content\/uploads\/2025\/07\/title_quality_report_summary.png\" alt=\"\" class=\"wp-image-60\" srcset=\"https:\/\/the-algorithmist.com\/wp-content\/uploads\/2025\/07\/title_quality_report_summary.png 1023w, https:\/\/the-algorithmist.com\/wp-content\/uploads\/2025\/07\/title_quality_report_summary-300x213.png 300w, https:\/\/the-algorithmist.com\/wp-content\/uploads\/2025\/07\/title_quality_report_summary-768x546.png 768w\" sizes=\"(max-width: 1023px) 100vw, 1023px\" \/><\/figure>\n\n\n\n<p>Each analysis required a different approach from simple case checks, to advanced regular expressions, to heuristic fuzzy matching, to NLP and Word Vector parsing.<br><br>Overall the project required some complex architecture in involving multi-processing of custom functions with shared memory, automated EC2 instance creation and destruction, SQL and NoSQL databases handling millions of records with efficient indexing.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I created a tool in python to quickly analyze all the product titles in an eCommerce dataset for 20 kinds of problems and create a PDF summary report with examples and detailed Excel Report with&hellip;<\/p>\n","protected":false},"author":1,"featured_media":60,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[5,6],"_links":{"self":[{"href":"https:\/\/the-algorithmist.com\/index.php\/wp-json\/wp\/v2\/posts\/13"}],"collection":[{"href":"https:\/\/the-algorithmist.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/the-algorithmist.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/the-algorithmist.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/the-algorithmist.com\/index.php\/wp-json\/wp\/v2\/comments?post=13"}],"version-history":[{"count":2,"href":"https:\/\/the-algorithmist.com\/index.php\/wp-json\/wp\/v2\/posts\/13\/revisions"}],"predecessor-version":[{"id":61,"href":"https:\/\/the-algorithmist.com\/index.php\/wp-json\/wp\/v2\/posts\/13\/revisions\/61"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/the-algorithmist.com\/index.php\/wp-json\/wp\/v2\/media\/60"}],"wp:attachment":[{"href":"https:\/\/the-algorithmist.com\/index.php\/wp-json\/wp\/v2\/media?parent=13"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/the-algorithmist.com\/index.php\/wp-json\/wp\/v2\/categories?post=13"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/the-algorithmist.com\/index.php\/wp-json\/wp\/v2\/tags?post=13"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}