{"id":7661,"date":"2024-05-06T11:34:35","date_gmt":"2024-05-06T11:34:35","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=7661"},"modified":"2024-05-06T11:34:35","modified_gmt":"2024-05-06T11:34:35","slug":"a-step-by-step-complete-guide-to-principal-component-analysis","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/a-step-by-step-complete-guide-to-principal-component-analysis\/","title":{"rendered":"A Step-By-Step Complete Guide to Principal Component Analysis"},"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 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style=\"background-image:linear-gradient(0.5turn, rgba(0,0,0,0) 40%, rgba(0,0,0,0.5) 100%)\"><\/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:15.04854%;top:3.8835%;width:69.66019%;height:41.42395%;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-1518a199-67ff-402b-9674-0f98d7b680f0\">\n<div class=\"fill\" style=\"background-color:#c4c4c4;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.83495%;top:8.41424%;width:71.1165%;height:34.62783%;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:0.6825938566552902% 0.6825938566552902% 0.6825938566552902% 0.6825938566552902% \/ 0.9345794392523363% 0.9345794392523363% 0.9345794392523363% 0.9345794392523363%\" id=\"el-dd4794e0-32a9-4ca2-b458-b4d967298168\">\n<h1 id=\"a-step-by-step-complete-guide-to-principal-component-analysis\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.11134812286689358% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.582524em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">A Step-By-Step Complete Guide to Principal Component Analysis&nbsp;<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"2df09629-42bf-4e83-b864-6c53ffcdcb33\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-427a7b83-cfbc-4c9d-9bbb-2732c5e4a4c1\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":2000,\"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-11661dbe-2af6-41e9-95cf-9e84704566d5\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/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:#000\">\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-60c21fb2-4076-458f-8698-349d92e1887c\">\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:25.97087%;top:40.93851%;width:50.24272%;height:10.35599%;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:0.966183574879227% 0.966183574879227% 0.966183574879227% 0.966183574879227% \/ 3.125% 3.125% 3.125% 3.125%\" id=\"el-f7e52ea3-7925-49e1-8fe3-a1f7d79da755\">\n<h2 id=\"a-step-by-step-guide-to-pca\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1834239130434779% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #eee\">A Step-by-Step Guide to PCA<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.1068%;top:59.38511%;width:73.78641%;height:34.78964%;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:0.6578947368421052% 0.6578947368421052% 0.6578947368421052% 0.6578947368421052% \/ 0.9302325581395349% 0.9302325581395349% 0.9302325581395349% 0.9302325581395349%\" id=\"el-09d35ab0-3a7b-4b14-8204-5b282476b496\">\n<h2 id=\"feeling-lost-in-high-dimensional-data-pca-can-help-it-simplifies-complex-datasets-for-clearer-analysis\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.13877467105263158% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #eee\">Feeling lost in high-dimensional data? PCA can help! It simplifies complex datasets for clearer analysis.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.20388%;top:38.1877%;width:63.59223%;height:17.31392%;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-74f457f2-c386-4160-b769-b09de86e5b3a\">\n<div class=\"fill\" style=\"background-color:rgba(255,255,255,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.50485%;top:3.55987%;width:65.29126%;height:30.74434%;opacity:1\">\n<div id=\"anim-427a7b83-cfbc-4c9d-9bbb-2732c5e4a4c1\" 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-11661dbe-2af6-41e9-95cf-9e84704566d5\" class=\"animation-wrapper\" 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1.1904761904761905% 1.1904761904761905% 1.1904761904761905% \/ 2.083333333333333% 2.083333333333333% 2.083333333333333% 2.083333333333333%\" id=\"el-4fd23272-b192-4678-9ab5-0aae7bf186f6\">\n<h2 id=\"step-1-standardize-your-data\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.22600446428571389% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Step 1: Standardize Your Data<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.1068%;top:58.09061%;width:73.78641%;height:23.13916%;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:0.6578947368421052% 0.6578947368421052% 0.6578947368421052% 0.6578947368421052% \/ 1.3986013986013985% 1.3986013986013985% 1.3986013986013985% 1.3986013986013985%\" id=\"el-8b16bbcb-1799-4c95-bb22-4b4e464b0d4e\">\n<h2 id=\"even-the-playing-field-standardize-your-data-to-ensure-all-features-have-equal-weight\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.13877467105263158% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span>Even the playing field! Standardize your data to ensure all features have equal weight.<\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.93204%;top:3.39806%;width:65.29126%;height:30.74434%;opacity:1\">\n<div id=\"anim-66dced66-140f-470a-98da-7fe1c4ec3dde\" 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-1d7ff531-19ca-4e5f-8b68-084480ad5fa5\" 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-0ea1147e-1802-4258-8671-dc4b33a1b59c\">\n<div style=\"position:absolute;width:100%;height:102.46587%;left:0%;top:-1.23293%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxjb21wb25lbnQlMjBhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODYxMDd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3008&amp;h=2177&amp;fit=max\" alt=\"person using MacBook Pro\" srcSet=\"https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxjb21wb25lbnQlMjBhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODYxMDd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3008&amp;h=2177&amp;fit=max 3008w,https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxjb21wb25lbnQlMjBhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODYxMDd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2406&amp;h=1741&amp;fit=max 2406w,https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxjb21wb25lbnQlMjBhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODYxMDd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1804&amp;h=1306&amp;fit=max 1804w,https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxjb21wb25lbnQlMjBhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODYxMDd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1203&amp;h=871&amp;fit=max 1203w,https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxjb21wb25lbnQlMjBhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODYxMDd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=601&amp;h=435&amp;fit=max 601w,https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxjb21wb25lbnQlMjBhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODYxMDd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=246&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 29vh, 65vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:33.98058%;top:88.1877%;width:35.19417%;height:5.01618%;opacity:1\">\n<div id=\"anim-88b26763-14c7-4401-9c43-6f6b1176aac9\" 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-84b8b0f7-4c76-4b6f-99ea-de163933e24a\" 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;border-radius:1.3793103448275863% 1.3793103448275863% 1.3793103448275863% 1.3793103448275863% \/ 6.451612903225806% 6.451612903225806% 6.451612903225806% 6.451612903225806%\" id=\"el-fe0c701d-e9d3-4cd1-9aea-a9701584345b\"><a href=\"https:\/\/pickl.ai\/blog\/navigating-the-2024-data-analyst-career-growth-landscape\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"read-more\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.26185344827586154% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Read more<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"6d3bf591-8a7f-4283-b8a7-4c29b3f06a15\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-4721d2f6-976b-4475-a52a-c74f7c739377\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":2000,\"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-a1722151-a49e-47f9-8ab9-31a8404a5a8a\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"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-3e50df00-93a4-44de-baf0-5bc931c647bc\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":2000,\"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-ae619798-88ae-4907-815b-28880d5fe641\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/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:#e0aaff\">\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-d710b077-5ee5-4a41-8646-953459856ba5\">\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:22.81553%;top:87.70227%;width:54.12621%;height:9.06149%;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-17a23966-0952-4185-bf8c-5e36e2a69286\">\n<div class=\"fill\" style=\"background-color:rgba(131,149,104,0.8);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.90291%;top:37.05502%;width:59.46602%;height:16.66667%;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-df2657ad-991e-461b-9f46-0faef4638987\">\n<div class=\"fill\" style=\"background-color:#eee;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:24.51456%;top:37.05502%;width:50.24272%;height:20.87379%;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:0.966183574879227% 0.966183574879227% 0.966183574879227% 0.966183574879227% \/ 1.550387596899225% 1.550387596899225% 1.550387596899225% 1.550387596899225%\" id=\"el-60bf054f-2a0c-4ced-be01-e1e6d5677e92\">\n<h2 id=\"step-2-calculate-the-covariance-matrix\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1834239130434779% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Step 2: Calculate the Covariance Matrix<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.83495%;top:56.47249%;width:72.3301%;height:28.9644%;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:0.6711409395973155% 0.6711409395973155% 0.6711409395973155% 0.6711409395973155% \/ 1.1173184357541899% 1.1173184357541899% 1.1173184357541899% 1.1173184357541899%\" id=\"el-85d5f639-392f-40be-967e-d8e101077dbd\">\n<h2 id=\"lets-see-how-features-move-together-the-covariance-matrix-captures-these-relationships\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.14156879194630873% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span>Let&#8217;s see how features move together.<br \/>\nThe covariance matrix captures these relationships.<\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:15.7767%;top:3.23625%;width:68.20388%;height:29.28803%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-4721d2f6-976b-4475-a52a-c74f7c739377\" 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-a1722151-a49e-47f9-8ab9-31a8404a5a8a\" 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-5c570312-a725-42e2-b38c-5e2395ad6a56\">\n<div style=\"position:absolute;width:100%;height:103.51822%;left:0%;top:-1.75911%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1532619675605-1ede6c2ed2b0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5402&amp;h=3602&amp;fit=max\" alt=\"man wearing gray polo shirt beside dry-erase board\" srcSet=\"https:\/\/images.unsplash.com\/photo-1532619675605-1ede6c2ed2b0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5402&amp;h=3602&amp;fit=max 5402w,https:\/\/images.unsplash.com\/photo-1532619675605-1ede6c2ed2b0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4321&amp;h=2881&amp;fit=max 4321w,https:\/\/images.unsplash.com\/photo-1532619675605-1ede6c2ed2b0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3241&amp;h=2161&amp;fit=max 3241w,https:\/\/images.unsplash.com\/photo-1532619675605-1ede6c2ed2b0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2160&amp;h=1440&amp;fit=max 2160w,https:\/\/images.unsplash.com\/photo-1532619675605-1ede6c2ed2b0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1080&amp;h=720&amp;fit=max 1080w,https:\/\/images.unsplash.com\/photo-1532619675605-1ede6c2ed2b0?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 31vh, 68vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:34.70874%;top:90.61489%;width:35.19417%;height:5.01618%;opacity:1\">\n<div id=\"anim-3e50df00-93a4-44de-baf0-5bc931c647bc\" 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-ae619798-88ae-4907-815b-28880d5fe641\" 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;border-radius:1.3793103448275863% 1.3793103448275863% 1.3793103448275863% 1.3793103448275863% \/ 6.451612903225806% 6.451612903225806% 6.451612903225806% 6.451612903225806%\" id=\"el-cea9e3da-f362-40d1-9b4b-268363b6a4e6\"><a href=\"https:\/\/pickl.ai\/blog\/data-lakes-and-data-warehouse\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"read-more-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.26185344827586154% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Read more<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"289f9b9a-2940-41be-b0c2-e529b28228e5\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-efab9b5a-ab70-4e5e-9bdf-620e652d0d8e\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":2000,\"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-94b2c056-d83e-4851-b14a-ed2c454afd78\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/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:#ff99ac\">\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-8d822629-158b-4f2e-88e0-8e29cee0e6dc\">\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:19.66019%;top:40.93851%;width:60.92233%;height:17.79935%;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-b85f190a-3720-4185-a289-0ce83c472e04\">\n<div class=\"fill\" style=\"background-color:rgba(196,196,196,0.7);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:25%;top:42.0712%;width:50.24272%;height:15.53398%;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:0.966183574879227% 0.966183574879227% 0.966183574879227% 0.966183574879227% \/ 2.083333333333333% 2.083333333333333% 2.083333333333333% 2.083333333333333%\" id=\"el-a6927494-99ef-415b-b70e-6b2f80950789\">\n<h2 id=\"step-3-find-eigenvalues-and-eigenvectors\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1834239130434779% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Step 3: Find Eigenvalues and Eigenvectors<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.34951%;top:64.07767%;width:73.78641%;height:28.9644%;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:0.6578947368421052% 0.6578947368421052% 0.6578947368421052% 0.6578947368421052% \/ 1.1173184357541899% 1.1173184357541899% 1.1173184357541899% 1.1173184357541899%\" id=\"el-73d14eeb-28b5-4b9a-bbcc-2caf23aa889c\">\n<h2 id=\"eigen-what-these-special-values-and-vectors-unlock-the-hidden-structure-in-your-data\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.13877467105263158% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span>Eigen what? These special values and vectors unlock the hidden structure in your data.<\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.01942%;top:2.75081%;width:68.20388%;height:31.71521%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-efab9b5a-ab70-4e5e-9bdf-620e652d0d8e\" 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-94b2c056-d83e-4851-b14a-ed2c454afd78\" 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-f76661c6-d8c8-409d-83f3-ba0a5a32adbc\">\n<div style=\"position:absolute;width:105.31017%;height:100%;left:-2.65509%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1588600878108-578307a3cc9d?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4928&amp;h=3264&amp;fit=max\" alt=\"person in blue shirt writing on white paper\" srcSet=\"https:\/\/images.unsplash.com\/photo-1588600878108-578307a3cc9d?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4928&amp;h=3264&amp;fit=max 4928w,https:\/\/images.unsplash.com\/photo-1588600878108-578307a3cc9d?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3942&amp;h=2611&amp;fit=max 3942w,https:\/\/images.unsplash.com\/photo-1588600878108-578307a3cc9d?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2956&amp;h=1958&amp;fit=max 2956w,https:\/\/images.unsplash.com\/photo-1588600878108-578307a3cc9d?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1971&amp;h=1305&amp;fit=max 1971w,https:\/\/images.unsplash.com\/photo-1588600878108-578307a3cc9d?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=985&amp;h=652&amp;fit=max 985w,https:\/\/images.unsplash.com\/photo-1588600878108-578307a3cc9d?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=225&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 31vh, 68vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\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=\"6f539c0e-7565-42cb-8217-541d4a83a577\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-52421c82-3d14-491b-802b-60a42f4e1f30\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":2000,\"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-19f28a8f-f874-4e4a-8f89-a24b78564b99\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"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-0600160a-73c9-4904-96cf-34366b11b172\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":2000,\"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-ca20783c-5988-45dc-9813-0a84c269fa4a\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/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:#d4e4c0\">\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-b4d8b6d2-d79e-4c13-9b78-aa1742950ead\">\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:27.18447%;top:88.1877%;width:49.02913%;height:9.70874%;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-7cc39caa-55cf-4fb3-8cfe-b8ebbc40cfe0\">\n<div class=\"fill\" style=\"background-color:rgba(109,159,255,0.5);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.01942%;top:37.21683%;width:66.99029%;height:18.4466%;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-fcf56b10-6df0-42ad-87f1-0d7d9aeb94d7\">\n<div class=\"fill\" style=\"background-color:rgba(123,44,191,0.3);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:23.78641%;top:38.67314%;width:50.24272%;height:15.53398%;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:0.966183574879227% 0.966183574879227% 0.966183574879227% 0.966183574879227% \/ 2.083333333333333% 2.083333333333333% 2.083333333333333% 2.083333333333333%\" id=\"el-71b592f2-733d-4327-8f5d-64f557e17e4c\">\n<h2 id=\"step-4-choose-your-principal-components\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1834239130434779% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Step 4: Choose Your Principal Components<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:57.76699%;width:73.78641%;height:28.9644%;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:0.6578947368421052% 0.6578947368421052% 0.6578947368421052% 0.6578947368421052% \/ 1.1173184357541899% 1.1173184357541899% 1.1173184357541899% 1.1173184357541899%\" id=\"el-cce69239-83bd-48df-88e5-852b0b85cfc6\">\n<h2 id=\"not-all-components-are-created-equal-select-the-ones-capturing-the-most-variance\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.13877467105263158% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span>Not all components are created equal. Select the ones capturing the most variance.<\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.01942%;top:3.39806%;width:68.20388%;height:31.71521%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-52421c82-3d14-491b-802b-60a42f4e1f30\" 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-19f28a8f-f874-4e4a-8f89-a24b78564b99\" 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-9d72c725-9425-43c6-964a-b27abd76a6b6\">\n<div style=\"position:absolute;width:104.52265%;height:100%;left:-2.26132%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1628348068343-c6a848d2b6dd?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4536&amp;h=3027&amp;fit=max\" alt=\"person in black suit jacket holding white tablet computer\" srcSet=\"https:\/\/images.unsplash.com\/photo-1628348068343-c6a848d2b6dd?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4536&amp;h=3027&amp;fit=max 4536w,https:\/\/images.unsplash.com\/photo-1628348068343-c6a848d2b6dd?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3628&amp;h=2421&amp;fit=max 3628w,https:\/\/images.unsplash.com\/photo-1628348068343-c6a848d2b6dd?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2721&amp;h=1816&amp;fit=max 2721w,https:\/\/images.unsplash.com\/photo-1628348068343-c6a848d2b6dd?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1814&amp;h=1211&amp;fit=max 1814w,https:\/\/images.unsplash.com\/photo-1628348068343-c6a848d2b6dd?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=907&amp;h=605&amp;fit=max 907w,https:\/\/images.unsplash.com\/photo-1628348068343-c6a848d2b6dd?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw4fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 31vh, 68vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:34.2233%;top:90.45307%;width:35.19417%;height:5.01618%;opacity:1\">\n<div id=\"anim-0600160a-73c9-4904-96cf-34366b11b172\" 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-ca20783c-5988-45dc-9813-0a84c269fa4a\" 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;border-radius:1.3793103448275863% 1.3793103448275863% 1.3793103448275863% 1.3793103448275863% \/ 6.451612903225806% 6.451612903225806% 6.451612903225806% 6.451612903225806%\" id=\"el-685f220d-4733-4d51-a717-447feb2b323c\"><a href=\"https:\/\/pickl.ai\/blog\/a-step-by-step-complete-guide-to-principal-component-analysis-pca-for-beginners\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"read-more-3\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.26185344827586154% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Read more<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"c531e857-525e-49df-ab48-925450789950\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-22610450-8607-4d38-aa2f-181aa44eb241\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":2000,\"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-3da96145-8af1-4d96-b4d8-b1cbaec67567\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/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:#ffffb7\">\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-5ea751f8-1c3a-45ed-8be3-90df5a96f6dc\">\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:15.7767%;top:38.1877%;width:65.7767%;height:17.31392%;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-bfeaeb90-ee73-4d7e-84b9-03ccb7ba846f\">\n<div class=\"fill\" style=\"background-color:rgba(0,0,0,0.3);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:23.54369%;top:38.99676%;width:50.24272%;height:15.53398%;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:0.966183574879227% 0.966183574879227% 0.966183574879227% 0.966183574879227% \/ 2.083333333333333% 2.083333333333333% 2.083333333333333% 2.083333333333333%\" id=\"el-0e4e03cb-35ec-469e-bad9-ce13c3dbcd20\">\n<h2 id=\"step-5-transform-your-data\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1834239130434779% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Step 5: Transform Your Data<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.34951%;top:59.06149%;width:73.78641%;height:28.9644%;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:0.6578947368421052% 0.6578947368421052% 0.6578947368421052% 0.6578947368421052% \/ 1.1173184357541899% 1.1173184357541899% 1.1173184357541899% 1.1173184357541899%\" id=\"el-481313b6-268d-4e58-8084-040e7df37150\">\n<h2 id=\"time-to-simplify-project-your-data-onto-the-chosen-principal-components-for-a-clearer-view\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.13877467105263158% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span>Time to simplify! Project your data onto the chosen principal components for a clearer view.<\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:15.7767%;top:2.75081%;width:68.20388%;height:31.71521%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-22610450-8607-4d38-aa2f-181aa44eb241\" 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-3da96145-8af1-4d96-b4d8-b1cbaec67567\" 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-5c482be6-2ba6-422f-b178-cc07ce7efe2a\">\n<div style=\"position:absolute;width:100%;height:102.11821%;left:0%;top:-1.0591%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2426&amp;h=1728&amp;fit=max\" alt=\"laptop computer on glass-top table\" srcSet=\"https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2426&amp;h=1728&amp;fit=max 2426w,https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1940&amp;h=1382&amp;fit=max 1940w,https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1455&amp;h=1036&amp;fit=max 1455w,https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=970&amp;h=691&amp;fit=max 970w,https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=485&amp;h=345&amp;fit=max 485w,https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0fHxhbmFseXNpc3xlbnwwfHx8fDE3MTQ5ODY2OTJ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=242&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 31vh, 68vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\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=\"6b5e8aa0-8e2c-44fc-bb40-e3173ca44995\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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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-9febad4b-8c67-4f34-a73b-2c26068cb54d\">\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:20.38835%;top:36.40777%;width:59.46602%;height:19.25566%;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-e6a2e388-55ce-49ab-a050-5a8e7f3e1d78\">\n<div class=\"fill\" style=\"background-color:rgba(131,149,104,0.8);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:23.78641%;top:40.93851%;width:50.24272%;height:10.35599%;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:0.966183574879227% 0.966183574879227% 0.966183574879227% 0.966183574879227% \/ 3.125% 3.125% 3.125% 3.125%\" id=\"el-f24c985f-c4d9-4cd8-80b7-66f96a13e260\">\n<h2 id=\"unleash-the-power-of-pca\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1834239130434779% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Unleash the Power of PCA!<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.34951%;top:61.8123%;width:73.78641%;height:28.9644%;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:0.6578947368421052% 0.6578947368421052% 0.6578947368421052% 0.6578947368421052% \/ 1.1173184357541899% 1.1173184357541899% 1.1173184357541899% 1.1173184357541899%\" id=\"el-c749ad76-f0e2-43aa-a41f-7d2d502c99bd\">\n<h2 id=\"analyze-visualize-and-model-your-data-with-newfound-clarity-pca-opens-doors-to-better-insights\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.13877467105263158% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span>Analyze, visualize, and model your data with newfound clarity.<br \/>\nPCA opens doors to better insights.<\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.01942%;top:2.75081%;width:68.20388%;height:31.71521%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-3217b9c1-10aa-4ae3-9bc7-81690c514f5f\" 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-e387b373-bf89-4b9e-839a-ac616c549ca5\" 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-e15987f9-c7ae-487f-9ad8-66f9e66f7b9a\">\n<div style=\"position:absolute;width:104.61351%;height:100%;left:-2.30676%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1599658880436-c61792e70672?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMXx8YW5hbHlzaXN8ZW58MHx8fHwxNzE0OTg2NjkyfDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4078&amp;h=2719&amp;fit=max\" alt=\"person using macbook pro on black table\" srcSet=\"https:\/\/images.unsplash.com\/photo-1599658880436-c61792e70672?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMXx8YW5hbHlzaXN8ZW58MHx8fHwxNzE0OTg2NjkyfDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4078&amp;h=2719&amp;fit=max 4078w,https:\/\/images.unsplash.com\/photo-1599658880436-c61792e70672?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMXx8YW5hbHlzaXN8ZW58MHx8fHwxNzE0OTg2NjkyfDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3262&amp;h=2175&amp;fit=max 3262w,https:\/\/images.unsplash.com\/photo-1599658880436-c61792e70672?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMXx8YW5hbHlzaXN8ZW58MHx8fHwxNzE0OTg2NjkyfDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2446&amp;h=1631&amp;fit=max 2446w,https:\/\/images.unsplash.com\/photo-1599658880436-c61792e70672?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMXx8YW5hbHlzaXN8ZW58MHx8fHwxNzE0OTg2NjkyfDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1631&amp;h=1087&amp;fit=max 1631w,https:\/\/images.unsplash.com\/photo-1599658880436-c61792e70672?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMXx8YW5hbHlzaXN8ZW58MHx8fHwxNzE0OTg2NjkyfDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=815&amp;h=543&amp;fit=max 815w,https:\/\/images.unsplash.com\/photo-1599658880436-c61792e70672?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMXx8YW5hbHlzaXN8ZW58MHx8fHwxNzE0OTg2NjkyfDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 31vh, 68vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Unlock the power of Principal Component Analysis (PCA) with our comprehensive guide, offering step-by-step instructions and insights for effective data dimensionality reduction.\n","protected":false},"author":9,"featured_media":7671,"template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"web_stories_publisher_logo":935,"web_stories_poster":[],"web_stories_products":[],"footnotes":""},"web_story_category":[],"web_story_tag":[],"class_list":["post-7661","web-story","type-web-story","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>A Step-By-Step Complete Guide to Principal Component Analysis - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Unlock the power of Principal Component Analysis (PCA) with our comprehensive guide, offering step-by-step instructions 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