{"id":42174,"date":"2026-08-21T21:27:11","date_gmt":"2026-08-21T19:27:11","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/i-simulated-a-1m-high-fidelity-retail-pos-transaction-dataset-using-prolog-and-sqlcipher-here-is-why-its-structurally-sound\/"},"modified":"2026-08-21T21:27:11","modified_gmt":"2026-08-21T19:27:11","slug":"i-simulated-a-1m-high-fidelity-retail-pos-transaction-dataset-using-prolog-and-sqlcipher-here-is-why-its-structurally-sound","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/i-simulated-a-1m-high-fidelity-retail-pos-transaction-dataset-using-prolog-and-sqlcipher-here-is-why-its-structurally-sound\/","title":{"rendered":"I Simulated A 1M+ High-Fidelity Retail POS Transaction Dataset Using Prolog And SQLCipher. Here Is Why It\u2019s Structurally Sound."},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>The result is <strong>High-Fidelity Retail POS Transaction &#8211; 1M+ Dataset<\/strong>.<\/p>\n<p><strong>Key Technical Specifications:<\/strong><\/p>\n<ul>\n<li><strong>Volume:<\/strong> Over 1 million fully synchronized relational records.<\/li>\n<li><strong>Security &amp; Format:<\/strong> Encrypted using SQLCipher \/ SQLite database. All sensitive transaction IDs are pre-hashed via <strong>SHA-256<\/strong> out of the box.<\/li>\n<li><strong>Rich Features:<\/strong> Includes lifetime data log simulation, void logs (for fraud detection modeling), product health detection metrics, and multi-item checkouts.<\/li>\n<\/ul>\n<p><a href=\"https:\/\/github.com\/lokinpendawa\/high-fidelity-pos-dataset-2M\"><strong>Free Dowdload https:\/\/github.com\/lokinpendawa\/high-fidelity-pos-dataset-2M<\/strong><\/a><\/p>\n<p><strong>WHAT YOU GET (FULL MULTI-FORMAT EXPORT):<\/strong><\/p>\n<ul>\n<li>.sql (Transactional Database Dump &#8211; Postgres\/MySQL ready)<\/li>\n<li>.json (NoSQL \/ API Mocking \/ Web development)<\/li>\n<li>.csv (Data Science \/ Pandas &amp; Python ready)<\/li>\n<li>.pl (Prolog Fact Base for Logical Programming)<\/li>\n<\/ul><\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/lokinpendawa\"> \/u\/lokinpendawa <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1vupciq\/i_simulated_a_1m_highfidelity_retail_pos\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1vupciq\/i_simulated_a_1m_highfidelity_retail_pos\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-42174 jlk' href='javascript:void(0)' data-task='like' data-post_id='42174' data-nonce='9de69db8d5' 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-42174 lc'>0<\/span><\/a><\/div><\/div> <div class='status-42174 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>The result is High-Fidelity Retail POS Transaction &#8211; 1M+ Dataset. Key Technical Specifications: Volume: Over 1 million&#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-42174","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\/42174","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=42174"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/42174\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=42174"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=42174"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=42174"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}