{"version":"1.0","provider_name":"Mpelembe Network","provider_url":"https:\/\/mpelembe.net","author_name":"admin","author_url":"https:\/\/mpelembe.net\/index.php\/author\/admin\/","title":"Why AI Overthinks World Cup Football (Soccer) - Mpelembe Network","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"RJ5z1CaE0O\"><a href=\"https:\/\/mpelembe.net\/index.php\/why-ai-overthinks-world-cup-football-soccer\/\">Why AI Overthinks World Cup Football (Soccer)<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/mpelembe.net\/index.php\/why-ai-overthinks-world-cup-football-soccer\/embed\/#?secret=RJ5z1CaE0O\" width=\"600\" height=\"338\" title=\"&#8220;Why AI Overthinks World Cup Football (Soccer)&#8221; &#8212; Mpelembe Network\" data-secret=\"RJ5z1CaE0O\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n\/\/# sourceURL=https:\/\/mpelembe.net\/wp-includes\/js\/wp-embed.min.js\n<\/script>\n","thumbnail_url":"https:\/\/mpelembe.net\/wp-content\/uploads\/2026\/06\/football-US-England.png","thumbnail_width":975,"thumbnail_height":647,"description":"Welcome to the foundational stage of sports analytics. Before we can deploy sophisticated machine learning architectures such as LightGBM or multinomial regression, we must first master the art of data curation. In this manual, we will transform a massive, heterogeneous historical dataset into a leakage-safe, high-integrity pipeline ready for probabilistic forecasting."}