{"id":70229,"date":"2023-05-09T13:10:14","date_gmt":"2023-05-09T07:40:14","guid":{"rendered":"https:\/\/www.the-next-tech.com\/?post_type=web-story&#038;p=70229"},"modified":"2023-05-09T13:10:20","modified_gmt":"2023-05-09T07:40:20","slug":"the-concept-of-exploratory-data-analysis-eda","status":"publish","type":"web-story","link":"https:\/\/www.the-next-tech.com\/web-stories\/the-concept-of-exploratory-data-analysis-eda\/","title":{"rendered":"The Concept Of Exploratory Data Analysis (EDA)"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link href=\"https:\/\/fonts.googleapis.com\/css2?display=swap&amp;family=Merriweather%3Awght%40700&amp;family=Roboto%3Awght%40700\" 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style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-3c5e9808-03a3-424e-8c93-3dc291955fb3\">\n<div style=\"position:absolute;width:100.09443%;height:100%;left:-0.04722%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/img.freepik.com\/free-vector\/flat-hand-drawn-people-analyzing-growth-charts_52683-56516.jpg?w=1060&amp;t=st=1683616132~exp=1683616732~hmac=52b34dae3272c28031fbd9d5a9572ec82b5be40677283254764be9987d28df49\" alt=\"flat-hand-drawn-people-analyzing-growth-charts_52683-56516.jpg\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:64.88673%;width:75.97087%;height:20.06472%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6389776357827476% 0.6389776357827476% 0.6389776357827476% 0.6389776357827476% \/ 1.6129032258064515% 1.6129032258064515% 1.6129032258064515% 1.6129032258064515%\" id=\"el-d8636386-7ccf-47a9-8d35-b49e75254a03\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.3095846645367416% 0;font-family:&quot;Merriweather&quot;,serif;font-size:0.550162em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span class=\"ez-toc-section\" id=\"What_Is_Exploratory_Data_Analysis\"><\/span><span><span style=\"font-weight: 700; color: #800f2f\">What Is Exploratory Data Analysis?<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"4c898e17-fa00-4d77-b38e-ae3fb14c5c62\" auto-advance-after=\"11s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-6cdf2c48-aad5-4e00-91d8-c0fad5e979f8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -195.58951%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6711409395973155% 0.6711409395973155% 0.6711409395973155% 0.6711409395973155% \/ 1.5267175572519083% 1.5267175572519083% 1.5267175572519083% 1.5267175572519083%\" id=\"el-a5dce165-2337-4a0f-a186-407003dabe49\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1038171140939595% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.355987em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span class=\"ez-toc-section\" id=\"Exploratory_Data_Analysis_EDA_is_the_process_of_examining_and_analyzing_a_dataset_to_discover_patterns_relationships_and_trends\"><\/span><span><span style=\"font-weight: 700; color: #fa9d4c\">Exploratory Data Analysis (EDA) is the process of examining and analyzing a dataset to discover patterns, relationships, and trends.<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"91b3043c-58e5-4a8b-928d-7d7fba65349d\" auto-advance-after=\"11s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-93c26382-b2c0-4a73-9456-2c3b64eb66b8\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":300,\"duration\":2000,\"easing\":\"cubic-bezier(0.4, 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style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:-1.45631%;top:47.73463%;width:103.15534%;height:61.16505%;opacity:1\">\n<div id=\"anim-93c26382-b2c0-4a73-9456-2c3b64eb66b8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-89183a47-aa56-4560-b7f5-3dd0a8b1b098\">\n<div style=\"position:absolute;width:100.08912%;height:100%;left:-0.04456%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/img.freepik.com\/free-vector\/information-analysis-monitoring-economy-manager-progress-productive-vector-illustration_1284-46953.jpg?w=826&amp;t=st=1683616562~exp=1683617162~hmac=32d488e2f678aee180b4deeb57d7819b4f7e7eb6fd289dcfd6d1a0b0906e65fb\" alt=\"information-analysis-monitoring-economy-manager-progress-productive-vector-illustration_1284-46953.jpg\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:13.1068%;width:75%;height:16.99029%;opacity:1\">\n<div id=\"anim-c8d6e003-0200-4a43-a0a8-5bfb4c6eaedc\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6472491909385114% 0.6472491909385114% 0.6472491909385114% 0.6472491909385114% \/ 1.9047619047619049% 1.9047619047619049% 1.9047619047619049% 1.9047619047619049%\" id=\"el-a5e248f1-7251-4ff8-8a3d-c3ab11b1196b\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10012135922330073% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.355987em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span class=\"ez-toc-section\" id=\"It_is_an_iterative_process_where_the_analyst_visualizes_the_data_and_generates_hypotheses_about_relationships_in_the_data\"><\/span><span><span style=\"font-weight: 700; color: #fff599\">It is an iterative process where the analyst visualizes the data and generates hypotheses about relationships in the data.<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"efe61405-07e2-40cd-8909-73560dbe318c\" 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id=\"el-3eef56bb-7e54-4552-bfef-a44e0115ed9d\">\n<div style=\"position:absolute;width:100%;height:100%;left:0%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/img.freepik.com\/premium-vector\/business-man-presentation-diagram_67419-16.jpg?w=740\" alt=\"business-man-presentation-diagram_67419-16.jpg\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:59.54693%;width:75.97087%;height:29.77346%;opacity:1\">\n<div id=\"anim-142a3583-2a5b-4a41-acbf-041ab5b3bcfe\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-ab9aaa74-802f-4328-bd23-80436f5264d7\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-115.33547%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6389776357827476% 0.6389776357827476% 0.6389776357827476% 0.6389776357827476% \/ 1.0869565217391304% 1.0869565217391304% 1.0869565217391304% 1.0869565217391304%\" id=\"el-56a39a0b-35f6-4d86-aba7-f5325ae4b771\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.09884185303514355% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.355987em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span class=\"ez-toc-section\" id=\"EDA_involves_statistical_and_graphical_techniques_to_gain_insight_into_the_data_The_goal_of_EDA_is_to_identify_interesting_patterns_and_relationships_in_the_data_that_may_not_be_apparent_at_first_glance\"><\/span><span><span style=\"font-weight: 700; color: #a4133c\">EDA involves statistical and graphical techniques to gain insight into the data. The goal of EDA is to identify interesting patterns and relationships in the data that may not be apparent at first glance.<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"2cc84f32-8ee9-433c-9651-97babea60630\" auto-advance-after=\"11s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-62061916-e40c-499e-9bef-85518ac7531a\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-0f0895ad-4f83-4e94-a02a-5cfe94796c94\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":1500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-70127efb-8835-4203-9062-761ecd5294d2\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1500,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-eef207dc-0a11-4e5c-b324-47e6d03fcb22\",\"keyframes\":{\"transform\":[\"translate3d(-118.03278%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1500,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-f7939213-d124-4af6-a9cf-16bc8d6f63ad\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:-1.45631%;top:42.71845%;width:103.15534%;height:68.77023%;opacity:1\">\n<div id=\"anim-62061916-e40c-499e-9bef-85518ac7531a\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-0f0895ad-4f83-4e94-a02a-5cfe94796c94\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-4f560045-6873-4ed7-844d-a30aac0a8d9f\">\n<div style=\"position:absolute;width:100%;height:100%;left:0%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/img.freepik.com\/free-vector\/data-processing-concept-illustration_114360-4760.jpg?w=740&amp;t=st=1683616898~exp=1683617498~hmac=04d8490e147df9e038b650866801587ff6ab19f4c4ee4e5e237610beff1cc031\" alt=\"data-processing-concept-illustration_114360-4760.jpg\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.34951%;top:9.70874%;width:74.02913%;height:25.56634%;opacity:1\">\n<div id=\"anim-70127efb-8835-4203-9062-761ecd5294d2\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-eef207dc-0a11-4e5c-b324-47e6d03fcb22\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-118.03278%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6557377049180327% 0.6557377049180327% 0.6557377049180327% 0.6557377049180327% \/ 1.2658227848101267% 1.2658227848101267% 1.2658227848101267% 1.2658227848101267%\" id=\"el-8d55002e-93a2-4254-b238-5e3015a39d06\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10143442622950796% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.355987em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span class=\"ez-toc-section\" id=\"EDA_is_an_important_step_in_the_data_analysis_process_as_it_helps_to_identify_potential_outliers_missing_data_and_other_issues_that_may_impact_the_accuracy_of_the_analysis\"><\/span><span><span style=\"font-weight: 700; color: #50244c\">EDA is an important step in the data analysis process, as it helps to identify potential outliers, missing data, and other issues that may impact the accuracy of the analysis.<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"3f5924d3-2ee3-4e94-afdb-e2f8dedb3e1f\" auto-advance-after=\"11s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-7bb5db36-6f25-4404-b330-f55d8b91c10b\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1500,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-dff2ada1-8aac-4e28-9198-675ac1537c5e\",\"keyframes\":{\"transform\":[\"translate3d(0px, 100.30328%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1500,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-52d2dc0a-1732-4bfe-b92b-4e31fe047f54\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":300,\"duration\":2000,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#ebebeb\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-219bf785-b9dd-4ceb-b5e3-51894419df9b\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:43.85113%;width:103.15534%;height:65.21036%;opacity:1\">\n<div id=\"anim-7bb5db36-6f25-4404-b330-f55d8b91c10b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-dff2ada1-8aac-4e28-9198-675ac1537c5e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 100.30328%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-98565a63-616f-4ab3-9f35-8a433ec82eed\">\n<div style=\"position:absolute;width:100%;height:100.32861%;left:0%;top:-0.16431%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/img.freepik.com\/free-photo\/workers-working-laptop-network-graphic-overlay_53876-123892.jpg?w=740&amp;t=st=1683617022~exp=1683617622~hmac=67bb7683affe1cbd67a052c74fc4a1920acd0c0ee047e8d2bbeacc0022951a53\" alt=\"workers-working-laptop-network-graphic-overlay_53876-123892.jpg\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.37864%;top:5.66343%;width:75.48544%;height:33.98058%;opacity:1\">\n<div id=\"anim-52d2dc0a-1732-4bfe-b92b-4e31fe047f54\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6430868167202572% 0.6430868167202572% 0.6430868167202572% 0.6430868167202572% \/ 0.9523809523809524% 0.9523809523809524% 0.9523809523809524% 0.9523809523809524%\" id=\"el-ebe5eb65-2109-4d82-a513-7101bb755f40\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.09947749196141456% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.355987em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span class=\"ez-toc-section\" id=\"EDA_can_help_identify_trends_and_relationships_in_the_data_such_as_correlations_between_variables_or_changes_over_time_EDA_can_also_be_used_to_identify_potential_problems_with_the_data_such_as_missing_values_or_outliers\"><\/span><span><span style=\"font-weight: 700; color: #c21822\">EDA can help identify trends and relationships in the data, such as correlations between variables or changes over time. EDA can also be used to identify potential problems with the data, such as missing values or outliers.<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"831830e4-4f2d-4bce-8e1c-f74b38bc06b4\" auto-advance-after=\"11s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-4b96bd40-a545-4c84-90a1-c8998f288af4\",\"keyframes\":[{\"transform\":\"scale(1)\",\"offset\":0},{\"transform\":\"scale(1.5)\",\"offset\":0.33},{\"transform\":\"scale(0.95)\",\"offset\":0.66},{\"transform\":\"scale(1)\",\"offset\":1}],\"delay\":0,\"duration\":1450,\"easing\":\"ease-in-out\",\"fill\":\"both\",\"iterations\":1}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b7e5f892-3e89-4349-9225-69a526b000dc\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1500,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-747dd536-25e5-438d-bbb2-0349cb61ca66\",\"keyframes\":{\"transform\":[\"translate3d(0px, -196.38049%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1500,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-0cbe16d0-a79a-4e69-823f-f5245f6a49a8\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:41.58576%;width:100.97087%;height:67.31392%;opacity:1\">\n<div id=\"anim-4b96bd40-a545-4c84-90a1-c8998f288af4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(1)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-68dc43db-7310-4fc6-adcf-e3c797e71265\">\n<div style=\"position:absolute;width:100.00001%;height:100%;left:0%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/img.freepik.com\/free-vector\/data-extraction-concept-illustration_114360-4876.jpg?w=740&amp;t=st=1683617181~exp=1683617781~hmac=4ef085d9993fb49d74c94b0a49cac8528d690a0882c5cbb0448619fba0a662a5\" alt=\"data-extraction-concept-illustration_114360-4876.jpg\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.13592%;top:11.32686%;width:75%;height:21.35922%;opacity:1\">\n<div id=\"anim-b7e5f892-3e89-4349-9225-69a526b000dc\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-747dd536-25e5-438d-bbb2-0349cb61ca66\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -196.38049%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6472491909385114% 0.6472491909385114% 0.6472491909385114% 0.6472491909385114% \/ 1.5151515151515151% 1.5151515151515151% 1.5151515151515151% 1.5151515151515151%\" id=\"el-4c2c9857-0d04-4ad3-b037-30b53d34f400\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10012135922330073% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.355987em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span class=\"ez-toc-section\" id=\"EDA_is_an_exploratory_process_which_means_that_the_analyst_may_need_to_iterate_through_multiple_analyses_to_fully_understand_the_data\"><\/span><span><span style=\"font-weight: 700; color: #2988ff\">EDA is an exploratory process, which means that the analyst may need to iterate through multiple analyses to fully understand the data.<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"4b5b0b39-a8b1-4602-ad0c-938d9f17235a\" auto-advance-after=\"11s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-be4bd739-f245-49fb-80bf-95ff290cda88\",\"keyframes\":{\"transform\":[\"translate3d(-100%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1500,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-55daed61-a87a-4b4e-80a9-5d00db38cdff\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1500,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 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style=\"position:absolute;pointer-events:none;left:12.86408%;top:6.31068%;width:74.51456%;height:21.35922%;opacity:1\">\n<div id=\"anim-764531fa-df56-456f-8128-53cd1cbc442f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(116.93811%, 0px, 0)\">\n<div id=\"anim-e3c07230-1be1-4e2e-865c-7ad61eaf8d2b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-def03a18-972e-4f58-bad6-dd9b8ecc3130\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6514657980456027% 0.6514657980456027% 0.6514657980456027% 0.6514657980456027% \/ 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apparent.<\/p>\n","protected":false},"author":152,"featured_media":70231,"template":"","meta":{"web_stories_publisher_logo":59216,"web_stories_poster":[],"web_stories_products":[],"footnotes":""},"web_story_category":[],"web_story_tag":[24515,24507,24508,24527,18109,24523,21510,24512,24514,24533,24534,24506,24531,23677,24528,24522,24526,24520,15578,24532,24525,21922,24524,24516,24519,24513,24536,24521,24535,24509,24510,24511,24518,24530,24529],"class_list":["post-70229","web-story","type-web-story","status-publish","has-post-thumbnail","hentry"],"story_data":{"version":46,"pages":[{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"type":"shape","id":"a53bea78-d8df-4e0a-ba6e-03a334d3a3e1"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":false,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":1060,"height":706,"sizes":[],"isPlaceholder":false,"isExternal":true,"needsProxy":true,"src":"https:\/\/img.freepik.com\/free-vector\/flat-hand-drawn-people-analyzing-growth-charts_52683-56516.jpg?w=1060&t=st=1683616132~exp=1683616732~hmac=52b34dae3272c28031fbd9d5a9572ec82b5be40677283254764be9987d28df49","id":"3b5357ca-b86a-41b4-b870-a7cd0b5a78bb","alt":"flat-hand-drawn-people-analyzing-growth-charts_52683-56516.jpg","baseColor":"#c5d4fa"},"type":"image","x":-83,"y":-59,"width":612,"height":408,"mask":{"type":"rectangle","showInLibrary":true,"name":"Rectangle","path":"M 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