{"version":"1.0","provider_name":"KaLabs","provider_url":"https:\/\/karthicklakshmanan.com","author_name":"karthick","author_url":"https:\/\/karthicklakshmanan.com\/index.php\/author\/karthick\/","title":"Exploratory Data Analysis (EDA) - KaLabs","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"aiQmtixrhq\"><a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/exploratory-data-analysis-eda\/\">Exploratory Data Analysis (EDA)<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/exploratory-data-analysis-eda\/embed\/#?secret=aiQmtixrhq\" width=\"600\" height=\"338\" title=\"&#8220;Exploratory Data Analysis (EDA)&#8221; &#8212; KaLabs\" data-secret=\"aiQmtixrhq\" 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<\/script>\n","description":"Exploratory Data Analysis (EDA) is a crucial step in the data analysis process that involves exploring and summarizing the main characteristics of a dataset. EDA helps analysts to understand the data, identify patterns, detect outliers, and formulate hypotheses for further analysis. Here&#8217;s an overview of the main techniques and methods used in exploratory data analysis: By performing exploratory data analysis, analysts can gain valuable insights into the dataset, identify potential issues and challenges, and inform subsequent steps in the data analysis process. EDA serves as the foundation for hypothesis testing, model building, and decision-making in data-driven projects."}