{"id":33804,"date":"2025-05-08T20:27:08","date_gmt":"2025-05-08T18:27:08","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/looking-for-dataset-to-build-a-personalized-review-ranking-system\/"},"modified":"2025-05-08T20:27:08","modified_gmt":"2025-05-08T18:27:08","slug":"looking-for-dataset-to-build-a-personalized-review-ranking-system","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/looking-for-dataset-to-build-a-personalized-review-ranking-system\/","title":{"rendered":"Looking For Dataset To Build A Personalized Review Ranking System"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p><strong>Hi everyone, I hope you&#8217;re all doing great!<\/strong><\/p>\n<p>I&#8217;m currently working on my first project for the NLP course. The objective is to build an <strong>optimal review ranking system<\/strong> that incorporates <strong>user profile data and personalized behavior<\/strong> to rank reviews more effectively for each individual user.<\/p>\n<p>I&#8217;m looking for a dataset that supports this kind of analysis. Below is a detailed example of the attributes I\u2019m hoping to find:<\/p>\n<h1>User Profile:<\/h1>\n<ul>\n<li>User ID<\/li>\n<li>Name<\/li>\n<li>Nationality<\/li>\n<li>Gender<\/li>\n<li>Marital Status<\/li>\n<li>Has Children<\/li>\n<li>Salary<\/li>\n<li>Occupation<\/li>\n<li>Education Level<\/li>\n<li>Job Title<\/li>\n<li>City<\/li>\n<li>Date of Birth<\/li>\n<li>Preferred Language<\/li>\n<li>Device Type (mobile\/desktop)<\/li>\n<li>Account Creation Date<\/li>\n<li>Subscription Status (e.g., free\/premium)<\/li>\n<li>Interests or Categories Followed<\/li>\n<li>Spending Habits (e.g., monthly average, high\/low spender)<\/li>\n<li>Time Zone<\/li>\n<li>Loyalty Points or Membership Tier<\/li>\n<\/ul>\n<h1>User Behavior on the Website (Service Provider):<\/h1>\n<ul>\n<li>Cart History<\/li>\n<li>Purchase History<\/li>\n<li>Session Information \u2013 session duration and date\/time<\/li>\n<li>Text Reviews \u2013 including a purchase tag (e.g., verified purchase)<\/li>\n<li>Helpfulness Votes on Reviews<\/li>\n<li>Clickstream Data \u2013 products\/pages viewed<\/li>\n<li>Search Queries \u2013 user-entered keywords<\/li>\n<li>Wishlist Items<\/li>\n<li>Abandoned Cart Items<\/li>\n<li>Review Reading Behavior \u2013 which reviews were read, and for how long<\/li>\n<li>Review Posting History \u2013 frequency, length, sentiment of posted reviews<\/li>\n<li>Time of Activity \u2013 typical times the user is active<\/li>\n<li>Referral Source \u2013 where the user came from (e.g., ads, search engines)<\/li>\n<li>Social Media Login or Links (optional)<\/li>\n<li>Device Location or IP-based Region<\/li>\n<\/ul>\n<p>I know this may seem like a lot to ask for, but I\u2019d be very grateful for any leads, even if the dataset contains only some of these features. If anyone knows of a dataset that includes similar attributes\u2014or anything close\u2014I would truly appreciate your recommendations or guidance on how to approach this problem.<\/p>\n<p>Thanks in advance!<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/Ok_Ordinary4421\"> \/u\/Ok_Ordinary4421 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1khw0xu\/looking_for_dataset_to_build_a_personalized\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1khw0xu\/looking_for_dataset_to_build_a_personalized\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-33804 jlk' href='javascript:void(0)' data-task='like' data-post_id='33804' data-nonce='65e0e39b87' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-33804 lc'>0<\/span><\/a><\/div><\/div> <div class='status-33804 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>Hi everyone, I hope you&#8217;re all doing great! I&#8217;m currently working on my first project for the&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-33804","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/33804","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=33804"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/33804\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=33804"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=33804"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=33804"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}