{"id":10254,"date":"2023-05-20T11:19:38","date_gmt":"2023-05-20T05:49:38","guid":{"rendered":"https:\/\/neonpolice.com\/?p=10254"},"modified":"2024-03-27T13:19:11","modified_gmt":"2024-03-27T07:49:11","slug":"cluster-analysis-in-python","status":"publish","type":"post","link":"https:\/\/neonpolice.com\/kr\/cluster-analysis-in-python\/","title":{"rendered":"Data Camp\uc5d0\uc11c Python \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc5d0 \ub300\ud55c \ud3ec\uad04\uc801\uc778 \uac00\uc774\ub4dc"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Python\uc758 \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc740 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \ubc0f \uba38\uc2e0 \ub7ec\ub2dd\uc5d0\uc11c \ub370\uc774\ud130 \uc138\ud2b8 \ub0b4\uc758 \uadf8\ub8f9 \ub610\ub294 \ud074\ub7ec\uc2a4\ud130\ub97c \uc2dd\ubcc4\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uae30\ubcf8\uc801\uc778 \uae30\uc220\uc785\ub2c8\ub2e4. \ub9c8\ucf00\ud305, \uc0dd\ubb3c\ud559, \uc774\ubbf8\uc9c0 \ucc98\ub9ac \ubc0f \uace0\uac1d \uc138\ubd84\ud654\ub97c \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \ub3c4\uba54\uc778\uc5d0 \ub110\ub9ac \uc801\uc6a9\ub429\ub2c8\ub2e4. \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 \ud48d\ubd80\ud55c \uc0dd\ud0dc\uacc4\ub97c \uac16\ucd98 Python\uc740 \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc744 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \uc218\ud589\ud558\uae30 \uc704\ud55c \uac15\ub825\ud55c \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc6b0\uc120, \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc758 \ud544\uc218 \uac1c\ub150\uc5d0 \ub300\ud574 \ub17c\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1\uc740 \uace0\uc720\ud55c \ud2b9\uc131\uacfc \uad00\uacc4\uc5d0 \ub530\ub77c \uc720\uc0ac\ud55c \uac1d\uccb4\ub97c \uadf8\ub8f9\ud654\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud074\ub7ec\uc2a4\ud130\ub294 \ub3d9\uc77c\ud55c \ud074\ub7ec\uc2a4\ud130 \ub0b4\uc758 \uac1d\uccb4\uac00 \ub2e4\ub978 \ud074\ub7ec\uc2a4\ud130\uc758 \uac1d\uccb4\ubcf4\ub2e4 \uc11c\ub85c \ub354 \uc720\uc0ac\ud558\ub3c4\ub85d \ud615\uc131\ub429\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uacfc \ud3c9\uac00 \uc9c0\ud45c\uc758 \uc120\ud0dd\uc740 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uacfc \ubb38\uc81c\uc758 \ud2b9\uc131\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Python\uc740 scikit-learn, scipy, K-means\ub97c \ud3ec\ud568\ud558\uc5ec \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \uc5ec\ub7ec \uac15\ub825\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. Scikit-learn\uc740 K-means, DBSCAN, \uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc744 \ud3ec\ud568\ud558\uc5ec \uba38\uc2e0 \ub7ec\ub2dd\uc744 \uc704\ud55c \ud3ec\uad04\uc801\uc778 \ub3c4\uad6c \uc138\ud2b8\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uacfc\ud559 \ucef4\ud4e8\ud305 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 Scipy\ub294 \uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc0f \uac70\ub9ac \uacc4\uc0b0\uc744 \uc218\ud589\ud558\ub294 \ud568\uc218\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. K-means\ub294 \ub370\uc774\ud130\ub97c \ubbf8\ub9ac \uc815\uc758\ub41c \uc218\uc758 \ud074\ub7ec\uc2a4\ud130\ub85c \ubd84\ud560\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uc778\uae30 \uc788\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \ub2e4\uc74c \uae30\uc0ac\uc5d0\uc11c \ud050\ub808\uc774\ud305\ub41c \ud2b8\ub80c\ub4dc \uceec\ud2b8\ub97c \uc77d\uace0 Python\uc5d0\uc11c \ucd5c\uace0\uc758 \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d, \ucd5c\uace0\uc758 \ud074\ub7ec\uc2a4\ud130 Python \uacfc\uc815 \ubc0f \ud074\ub7ec\uc2a4\ud130 Python \uc628\ub77c\uc778 \uacfc\uc815\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694.\u00a0<\/span><\/p>\n\t\t<div class=\"web-stories-list alignnone has-archive-link is-view-type-circles is-style-default is-carousel\" data-id=\"1\">\n\t\t\t<div\n\t\t\tclass=\"web-stories-list__inner-wrapper carousel-1\"\n\t\t\tstyle=\"--ws-circle-size:100px\"\n\t\t\t>\n\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\tclass=\"web-stories-list__carousel circles\"\n\t\t\t\t\tdata-id=\"carousel-1\"\n\t\t\t\t\tdata-prev=\"Previous\"\n\t\t\t\t\tdata-next=\"Next\"\n\t\t\t\t\t>\n\t\t\t\t\t\t\t\t\t<div\n\t\t\t\tclass=\"web-stories-list__story\"\n\t\t\t\tdata-wp-interactive=\"web-stories-block\"\n\t\t\t\tdata-wp-context='{\"instanceId\":1}'\t\t\t\tdata-wp-on--click=\"actions.open\"\n\t\t\t\tdata-wp-on-window--popstate=\"actions.onPopstate\"\n\t\t\t\t>\n\t\t\t\t\t\t\t<div class=\"web-stories-list__story-poster\">\n\t\t\t\t<a href=\"https:\/\/neonpolice.com\/kr\/web-stories\/your-ultimate-checklist-of-baby-essentials\/\" >\n\t\t\t\t\t<img\n\t\t\t\t\t\tsrc=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2024\/01\/cropped-baby_essentials_checklist-hero-GettyImages-1413731369.webp\"\n\t\t\t\t\t\talt=\"Your Ultimate Checklist of Baby Essentials\"\n\t\t\t\t\t\twidth=\"185\"\n\t\t\t\t\t\theight=\"308\"\n\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2024\/01\/cropped-baby_essentials_checklist-hero-GettyImages-1413731369.webp 640w, https:\/\/neonpolice.com\/wp-content\/uploads\/2024\/01\/cropped-baby_essentials_checklist-hero-GettyImages-1413731369-225x300.webp 225w, https:\/\/neonpolice.com\/wp-content\/uploads\/2024\/01\/cropped-baby_essentials_checklist-hero-GettyImages-1413731369-585x780.webp 585w, https:\/\/neonpolice.com\/wp-content\/uploads\/2024\/01\/cropped-baby_essentials_checklist-hero-GettyImages-1413731369-150x200.webp 150w\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsizes=\"auto, (max-width: 640px) 100vw, 640px\"\n\t\t\t\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\t\tdecoding=\"async\"\n\t\t\t\t\t>\n\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div\n\t\t\t\tclass=\"web-stories-list__story\"\n\t\t\t\tdata-wp-interactive=\"web-stories-block\"\n\t\t\t\tdata-wp-context='{\"instanceId\":1}'\t\t\t\tdata-wp-on--click=\"actions.open\"\n\t\t\t\tdata-wp-on-window--popstate=\"actions.onPopstate\"\n\t\t\t\t>\n\t\t\t\t\t\t\t<div class=\"web-stories-list__story-poster\">\n\t\t\t\t<a href=\"https:\/\/neonpolice.com\/kr\/web-stories\/youll-absolutely-love-these-moisturizers-for-dry-skin\/\" >\n\t\t\t\t\t<img\n\t\t\t\t\t\tsrc=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-3-23.webp\"\n\t\t\t\t\t\talt=\"YOU\u2019LL ABSOLUTELY LOVE THESE MOISTURIZERS FOR DRY SKIN\"\n\t\t\t\t\t\twidth=\"185\"\n\t\t\t\t\t\theight=\"308\"\n\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-3-23.webp 640w, https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-3-23-225x300.webp 225w, https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-3-23-585x780.webp 585w, https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-3-23-150x200.webp 150w\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsizes=\"auto, (max-width: 640px) 100vw, 640px\"\n\t\t\t\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\t\tdecoding=\"async\"\n\t\t\t\t\t>\n\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div\n\t\t\t\tclass=\"web-stories-list__story\"\n\t\t\t\tdata-wp-interactive=\"web-stories-block\"\n\t\t\t\tdata-wp-context='{\"instanceId\":1}'\t\t\t\tdata-wp-on--click=\"actions.open\"\n\t\t\t\tdata-wp-on-window--popstate=\"actions.onPopstate\"\n\t\t\t\t>\n\t\t\t\t\t\t\t<div class=\"web-stories-list__story-poster\">\n\t\t\t\t<a href=\"https:\/\/neonpolice.com\/kr\/web-stories\/top-18-white-sneakers-for-women\/\" >\n\t\t\t\t\t<img\n\t\t\t\t\t\tsrc=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-10-2.webp\"\n\t\t\t\t\t\talt=\"WHITE SNEAKERS FOR WOMEN\"\n\t\t\t\t\t\twidth=\"185\"\n\t\t\t\t\t\theight=\"308\"\n\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-10-2.webp 640w, https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-10-2-225x300.webp 225w, https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-10-2-585x780.webp 585w, https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-10-2-150x200.webp 150w\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsizes=\"auto, (max-width: 640px) 100vw, 640px\"\n\t\t\t\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\t\tdecoding=\"async\"\n\t\t\t\t\t>\n\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div\n\t\t\t\tclass=\"web-stories-list__story\"\n\t\t\t\tdata-wp-interactive=\"web-stories-block\"\n\t\t\t\tdata-wp-context='{\"instanceId\":1}'\t\t\t\tdata-wp-on--click=\"actions.open\"\n\t\t\t\tdata-wp-on-window--popstate=\"actions.onPopstate\"\n\t\t\t\t>\n\t\t\t\t\t\t\t<div class=\"web-stories-list__story-poster\">\n\t\t\t\t<a href=\"https:\/\/neonpolice.com\/kr\/web-stories\/what-clothing-brands-do-kids-like\/\" >\n\t\t\t\t\t<img\n\t\t\t\t\t\tsrc=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-Untitled-design-8.webp\"\n\t\t\t\t\t\talt=\"WHAT CLOTHING BRANDS DO KIDS LIKE?\"\n\t\t\t\t\t\twidth=\"185\"\n\t\t\t\t\t\theight=\"308\"\n\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-Untitled-design-8.webp 640w, https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-Untitled-design-8-225x300.webp 225w, https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-Untitled-design-8-585x780.webp 585w, https:\/\/neonpolice.com\/wp-content\/uploads\/2022\/10\/cropped-Untitled-design-8-150x200.webp 150w\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsizes=\"auto, (max-width: 640px) 100vw, 640px\"\n\t\t\t\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\t\tdecoding=\"async\"\n\t\t\t\t\t>\n\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div\n\t\t\t\tclass=\"web-stories-list__story\"\n\t\t\t\tdata-wp-interactive=\"web-stories-block\"\n\t\t\t\tdata-wp-context='{\"instanceId\":1}'\t\t\t\tdata-wp-on--click=\"actions.open\"\n\t\t\t\tdata-wp-on-window--popstate=\"actions.onPopstate\"\n\t\t\t\t>\n\t\t\t\t\t\t\t<div class=\"web-stories-list__story-poster\">\n\t\t\t\t<a href=\"https:\/\/neonpolice.com\/kr\/web-stories\/ways-to-reuse-your-wedding-dresses\/\" >\n\t\t\t\t\t<img\n\t\t\t\t\t\tsrc=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/10\/cropped-wedding-dress-640x853.jpg\"\n\t\t\t\t\t\talt=\"Ways To Reuse Your Wedding Dresses\"\n\t\t\t\t\t\twidth=\"185\"\n\t\t\t\t\t\theight=\"308\"\n\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/10\/cropped-wedding-dress.jpg 640w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/10\/cropped-wedding-dress-225x300.jpg 225w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/10\/cropped-wedding-dress-9x12.jpg 9w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/10\/cropped-wedding-dress-585x780.jpg 585w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/10\/cropped-wedding-dress-150x200.jpg 150w\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tsizes=\"auto, (max-width: 640px) 100vw, 640px\"\n\t\t\t\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\t\tdecoding=\"async\"\n\t\t\t\t\t>\n\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div tabindex=\"0\" aria-label=\"Previous\" class=\"glider-prev\"><\/div>\n\t\t\t\t\t<div tabindex=\"0\" aria-label=\"Next\" class=\"glider-next\"><\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\ubaa9\ucc28<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ube44\ub140\uc7a5<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: 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href=\"https:\/\/neonpolice.com\/kr\/cluster-analysis-in-python\/#What_is_Cluster_Analysis\" >\ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc774\ub780?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/neonpolice.com\/kr\/cluster-analysis-in-python\/#Preprocessing_Data_for_Cluster_Analysis\" >\ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/neonpolice.com\/kr\/cluster-analysis-in-python\/#Popular_Clustering_Algorithms_and_Implementations_in_Python\" >Python\uc5d0\uc11c \uc778\uae30 \uc788\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998 \ubc0f \uad6c\ud604<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/neonpolice.com\/kr\/cluster-analysis-in-python\/#K-means_Clustering\" >K-means \ud074\ub7ec\uc2a4\ud130\ub9c1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/neonpolice.com\/kr\/cluster-analysis-in-python\/#Hierarchical_Clustering\" >\uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/neonpolice.com\/kr\/cluster-analysis-in-python\/#Density-Based_Clustering\" >\ubc00\ub3c4 \uae30\ubc18 \ud074\ub7ec\uc2a4\ud130\ub9c1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/neonpolice.com\/kr\/cluster-analysis-in-python\/#Internal_Evaluation_Metrics\" >\ub0b4\ubd80 \ud3c9\uac00 \uc9c0\ud45c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/neonpolice.com\/kr\/cluster-analysis-in-python\/#External_Evaluation_Metrics\" >\uc678\ubd80 \ud3c9\uac00 \uc9c0\ud45c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/neonpolice.com\/kr\/cluster-analysis-in-python\/#Conclusion\" >\uacb0\ub860<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/neonpolice.com\/kr\/cluster-analysis-in-python\/#FAQs\" >\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_is_Cluster_Analysis\"><\/span><span style=\"font-weight: 400;\">\ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc774\ub780?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div id=\"attachment_10268\" style=\"width: 910px\" class=\"wp-caption alignnone\"><img decoding=\"async\" aria-describedby=\"caption-attachment-10268\" class=\"size-full wp-image-10268\" src=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/what-is-cluster-analysis.webp\" alt=\"What is Cluster Analysis?\" width=\"900\" height=\"500\" srcset=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/what-is-cluster-analysis.webp 900w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/what-is-cluster-analysis-300x167.webp 300w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/what-is-cluster-analysis-768x427.webp 768w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/what-is-cluster-analysis-18x10.webp 18w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/what-is-cluster-analysis-585x325.webp 585w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/what-is-cluster-analysis-150x83.webp 150w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><p id=\"caption-attachment-10268\" class=\"wp-caption-text\">\ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc774\ub780 \ubb34\uc5c7\uc778\uac00? | Neonpolice<\/p><\/div>\n<p><a href=\"https:\/\/neonpolice.com\/kr\/acwb\/\" target=\"_blank\" rel=\"nofollow noopener sponsored\"><span style=\"font-weight: 400;\">\ud30c\uc774\uc36c\uc5d0\uc11c\uc758 \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d<\/span><\/a><span style=\"font-weight: 400;\"> \ub370\uc774\ud130 \uc9d1\ud569\uc744 \uadf8 \uc548\uc758 \uac1d\uccb4\uc758 \uc720\uc0ac\uc131 \ub610\ub294 \ube44\uc720\uc0ac\uc131\uc744 \uae30\uc900\uc73c\ub85c \uadf8\ub8f9 \ub610\ub294 \ud074\ub7ec\uc2a4\ud130\ub85c \ub098\ub204\ub294 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \ubaa9\ud45c\ub294 \uac19\uc740 \ud074\ub7ec\uc2a4\ud130 \ub0b4\uc758 \uac1d\uccb4\uac00 \ub2e4\ub978 \ud074\ub7ec\uc2a4\ud130\uc758 \uac1d\uccb4\ubcf4\ub2e4 \uc11c\ub85c \ub354 \uc720\uc0ac\ud558\ub3c4\ub85d \ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc740 \uace0\uac1d \uc138\ubd84\ud654, \uc774\ubbf8\uc9c0 \ucc98\ub9ac, \uc0dd\ubb3c\ud559\uc801 \ub370\uc774\ud130 \ubd84\uc11d, \uc774\uc0c1 \ud0d0\uc9c0\ub97c \ud3ec\ud568\ud55c \uad11\ubc94\uc704\ud55c \uc751\uc6a9 \ubd84\uc57c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc744 \uc774\ud574\ud558\ub824\uba74 \ud575\uc2ec \uac1c\ub150\uacfc \uc6a9\uc5b4\uc5d0 \uc775\uc219\ud574\uc57c \ud569\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130, \uac70\ub9ac \uba54\ud2b8\ub9ad, \uc911\uc2ec\uacfc \uac19\uc740 \uc6a9\uc5b4\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4. \uc720\ud074\ub9ac\ub4dc \uac70\ub9ac\uc640 \ub9e8\ud574\ud2bc \uac70\ub9ac\uc640 \uac19\uc740 \uac70\ub9ac \uba54\ud2b8\ub9ad\uc740 \uac1d\uccb4 \uac04\uc758 \uc720\uc0ac\uc131\uc744 \uce21\uc815\ud569\ub2c8\ub2e4. \uc911\uc2ec\uc740 \ud074\ub7ec\uc2a4\ud130\uc758 \uc911\uc2ec\uc810\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \ub610\ud55c \ud074\ub7ec\uc2a4\ud130\ub9c1 \uacb0\uacfc\uc758 \ud488\uc9c8\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ud074\ub7ec\uc2a4\ud130 \ud0c0\ub2f9\uc131\uacfc \ud3c9\uac00 \uba54\ud2b8\ub9ad\uc5d0 \ub300\ud574 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Preprocessing_Data_for_Cluster_Analysis\"><\/span><span style=\"font-weight: 400;\">\ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div id=\"attachment_10266\" style=\"width: 910px\" class=\"wp-caption alignnone\"><img decoding=\"async\" aria-describedby=\"caption-attachment-10266\" class=\"size-full wp-image-10266\" src=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/preprocessing-data-for-cluster-analysis.webp\" alt=\"Preprocessing Data for Cluster Analysis\" width=\"900\" height=\"500\" srcset=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/preprocessing-data-for-cluster-analysis.webp 900w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/preprocessing-data-for-cluster-analysis-300x167.webp 300w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/preprocessing-data-for-cluster-analysis-768x427.webp 768w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/preprocessing-data-for-cluster-analysis-18x10.webp 18w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/preprocessing-data-for-cluster-analysis-585x325.webp 585w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/preprocessing-data-for-cluster-analysis-150x83.webp 150w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><p id=\"caption-attachment-10266\" class=\"wp-caption-text\">\ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc804\ucc98\ub9ac | Neonpolice<\/p><\/div>\n<p><a href=\"https:\/\/neonpolice.com\/kr\/acwb\/\" target=\"_blank\" rel=\"nofollow noopener sponsored\"><span style=\"font-weight: 400;\">\ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/span><\/a><span style=\"font-weight: 400;\"> Python\uc5d0\uc11c \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub204\ub77d\ub41c \uac12, \uc774\uc0c1\uce58 \ubc0f \ubc94\uc8fc\ud615 \ubcc0\uc218\ub97c \ucc98\ub9ac\ud558\ub294 \uae30\uc220\uc744 \ud0d0\uad6c\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\ucc98\ub9ac \ub2e8\uacc4\ub294 \ub370\uc774\ud130\uac00 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc5d0 \uc801\ud569\ud55c \ud615\uc2dd\uc778\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc5d0\uc11c \ud53c\ucc98 \uc120\ud0dd\uc740 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc5d0 \uac00\uc7a5 \uad00\ub828\uc131 \uc788\ub294 \ud53c\ucc98\ub97c \uc2dd\ubcc4\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ucc28\uc6d0 \uac10\uc18c\ub97c \uc704\ud55c \uc8fc\uc131\ubd84 \ubd84\uc11d(PCA) \ubc0f t-SNE\uc640 \uac19\uc740 \uae30\uc220\uc744 \ud0d0\uad6c\ud558\uc5ec \uace0\ucc28\uc6d0 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\uace0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc131\ub2a5\uc744 \uac1c\uc120\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Popular_Clustering_Algorithms_and_Implementations_in_Python\"><\/span><span style=\"font-weight: 400;\">Python\uc5d0\uc11c \uc778\uae30 \uc788\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998 \ubc0f \uad6c\ud604<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div id=\"attachment_10270\" style=\"width: 910px\" class=\"wp-caption alignnone\"><img decoding=\"async\" aria-describedby=\"caption-attachment-10270\" class=\"size-full wp-image-10270\" src=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/popular-clustering-algorithms-and-implementations-in-python.webp\" alt=\"Popular Clustering Algorithms and Implementations in Python\" width=\"900\" height=\"500\" srcset=\"https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/popular-clustering-algorithms-and-implementations-in-python.webp 900w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/popular-clustering-algorithms-and-implementations-in-python-300x167.webp 300w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/popular-clustering-algorithms-and-implementations-in-python-768x427.webp 768w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/popular-clustering-algorithms-and-implementations-in-python-18x10.webp 18w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/popular-clustering-algorithms-and-implementations-in-python-585x325.webp 585w, https:\/\/neonpolice.com\/wp-content\/uploads\/2023\/05\/popular-clustering-algorithms-and-implementations-in-python-150x83.webp 150w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><p id=\"caption-attachment-10270\" class=\"wp-caption-text\">\uc778\uae30 \uc788\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998 \ubc0f \ud30c\uc774\uc36c \uad6c\ud604 | Neonpolice<\/p><\/div>\n<h3><span class=\"ez-toc-section\" id=\"K-means_Clustering\"><\/span><span style=\"font-weight: 400;\">K-means \ud074\ub7ec\uc2a4\ud130\ub9c1<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/neonpolice.com\/kr\/acwb\/\" target=\"_blank\" rel=\"nofollow noopener sponsored\"><span style=\"font-weight: 400;\">K-means \ud074\ub7ec\uc2a4\ud130\ub9c1<\/span><\/a><span style=\"font-weight: 400;\"> \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ubd84\ud560 \uae30\ubc18 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. K-means\uc758 \uc6d0\ub9ac\ub97c \uc124\uba85\ud558\uace0 scikit-learn \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uad6c\ud604\uc744 \uc2dc\uc5f0\ud569\ub2c8\ub2e4. \ub610\ud55c \ucd5c\uc801\uc758 \ud074\ub7ec\uc2a4\ud130 \uc218\ub97c \uc120\ud0dd\ud558\uae30 \uc704\ud55c \uc804\ub7b5\ub3c4 \ub17c\uc758\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Hierarchical_Clustering\"><\/span><span style=\"font-weight: 400;\">\uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/neonpolice.com\/kr\/acwb\/\" target=\"_blank\" rel=\"nofollow noopener sponsored\"><span style=\"font-weight: 400;\">\uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1<\/span><\/a><span style=\"font-weight: 400;\"> \ub370\uc774\ud130\ub97c \ud074\ub7ec\uc2a4\ud130 \uacc4\uce35\uc73c\ub85c \uad6c\uc131\ud558\ub294 \uac15\ub825\ud55c \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc6b0\ub9ac\ub294 \uc751\uc9d1\uc801 \ubc0f \ubd84\ud560\uc801 \uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \uac1c\ub150\uc744 \uc124\uba85\ud558\uace0 scipy \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ub374\ub4dc\ub85c\uadf8\ub7a8\uc740 \uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uacb0\uacfc\uc758 \uc2dc\uac01\uc801 \ud45c\ud604\uc73c\ub85c \uc18c\uac1c\ub429\ub2c8\ub2e4.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Density-Based_Clustering\"><\/span><span style=\"font-weight: 400;\">\ubc00\ub3c4 \uae30\ubc18 \ud074\ub7ec\uc2a4\ud130\ub9c1<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/neonpolice.com\/kr\/acwb\/\" target=\"_blank\" rel=\"nofollow noopener sponsored\"><span style=\"font-weight: 400;\">\ubc00\ub3c4 \uae30\ubc18 \ud074\ub7ec\uc2a4\ud130\ub9c1<\/span><\/a><span style=\"font-weight: 400;\"> DBSCAN\uacfc \uac19\uc740 \uc54c\uace0\ub9ac\uc998\uc740 \uc784\uc758\uc758 \ubaa8\uc591\uc758 \ud074\ub7ec\uc2a4\ud130\ub97c \ubc1c\uacac\ud558\ub294 \ub370 \uc801\ud569\ud569\ub2c8\ub2e4. DBSCAN \uc54c\uace0\ub9ac\uc998\uc744 \uc18c\uac1c\ud558\uace0 scikit-learn\uc744 \uc0ac\uc6a9\ud558\uc5ec \uad6c\ud604\uc744 \uc2dc\uc5f0\ud569\ub2c8\ub2e4. \ub610\ud55c DBSCAN \uacb0\uacfc\ub97c \ud574\uc11d\ud558\uace0 \ud3c9\uac00\ud558\ub294 \ubc29\ubc95\ub3c4 \ub17c\uc758\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Internal_Evaluation_Metrics\"><\/span><span style=\"font-weight: 400;\">\ub0b4\ubd80 \ud3c9\uac00 \uc9c0\ud45c<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/neonpolice.com\/kr\/acwb\/\" target=\"_blank\" rel=\"nofollow noopener sponsored\"><span style=\"font-weight: 400;\">\ud3c9\uac00\ud558\ub2e4<\/span><\/a><span style=\"font-weight: 400;\"> \ud074\ub7ec\uc2a4\ud130\ub9c1 \uacb0\uacfc\uc758 \ud488\uc9c8\uc740 \uc54c\uace0\ub9ac\uc998\uc758 \ud6a8\uacfc\ub97c \ud3c9\uac00\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\uc758 \uc751\uc9d1\ub825\uacfc \ubd84\ub9ac\ub3c4\ub97c \uce21\uc815\ud558\ub294 \uc2e4\ub8e8\uc5e3 \uacc4\uc218 \ubc0f \ub370\uc774\ube44\uc2a4-\ubcfc\ub518 \uc9c0\uc218\uc640 \uac19\uc740 \ub0b4\ubd80 \ud3c9\uac00 \uc9c0\ud45c\ub97c \uc124\uba85\ud569\ub2c8\ub2e4. Python\uc5d0\uc11c \uad6c\ud604\ud55c \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"External_Evaluation_Metrics\"><\/span><span style=\"font-weight: 400;\">\uc678\ubd80 \ud3c9\uac00 \uc9c0\ud45c<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\uc5b4\ub5a4 \uacbd\uc6b0\uc5d0\ub294, <\/span><a href=\"https:\/\/neonpolice.com\/kr\/acwb\/\" target=\"_blank\" rel=\"nofollow noopener sponsored\"><span style=\"font-weight: 400;\">\uc678\ubd80 \ud3c9\uac00 \uc9c0\ud45c<\/span><\/a><span style=\"font-weight: 400;\"> \uc2e4\uc81c \ub808\uc774\ube14\uc774 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uacbd\uc6b0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1 \uacb0\uacfc\uc640 \uc2e4\uc81c \ub808\uc774\ube14 \uac04\uc758 \uc77c\uce58\ub97c \ud3c9\uac00\ud558\ub294 \uc870\uc815\ub41c \ub79c\ub4dc \uc9c0\uc218(ARI) \ubc0f \uc0c1\ud638 \uc815\ubcf4(MI)\uc640 \uac19\uc740 \uba54\ud2b8\ub9ad\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4. Python\uc5d0\uc11c \uc678\ubd80 \ud3c9\uac00 \uba54\ud2b8\ub9ad\uc744 \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><span style=\"font-weight: 400;\">\uacb0\ub860<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\uc774 \uae30\uc0ac\uc5d0\uc11c\ub294 \uc6b0\ub9ac\ub294 \uc138\uacc4\ub97c \ud0d0\ud5d8\ud588\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/en.wikipedia.org\/wiki\/Cluster_analysis\" target=\"_blank\" rel=\"noopener\">\ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d<\/a> \ud30c\uc774\uc36c\uc5d0\uc11c\uc758 \uc758\ubbf8\uc640 \uc911\uc694\uc131 <\/span><a href=\"https:\/\/neonpolice.com\/kr\/acwb\/\" target=\"_blank\" rel=\"nofollow noopener sponsored\"><span style=\"font-weight: 400;\">\ud328\ud134\uacfc \uad6c\uc870\ub97c \ubc1d\ud600\ub0b4\ub2e4<\/span><\/a><span style=\"font-weight: 400;\"> \ub370\uc774\ud130 \uc138\ud2b8 \ub0b4\uc5d0\uc11c. \ud074\ub7ec\uc2a4\ud130 \uc815\uc758, \uac70\ub9ac \uba54\ud2b8\ub9ad, \uc911\uc2ec\uc744 \ud3ec\ud568\ud55c \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc758 \ud575\uc2ec \uac1c\ub150\uc744 \uc774\ud574\ud558\ub294 \uac83\uc73c\ub85c \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \ub204\ub77d\ub41c \uac12, \uc774\uc0c1\uce58, \ubc94\uc8fc\ud615 \ubcc0\uc218 \ucc98\ub9ac, \ud53c\ucc98 \uc120\ud0dd \ubc0f \ucc28\uc6d0 \uac10\uc18c \uae30\uc220\uacfc \uac19\uc774 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc744 \uc704\ud574 \ub370\uc774\ud130\ub97c \uc900\ube44\ud558\ub294 \ub370 \ud544\uc694\ud55c \uc804\ucc98\ub9ac \ub2e8\uacc4\ub97c \ud0d0\uad6c\ud588\uc2b5\ub2c8\ub2e4. K-means, \uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1, \ubc00\ub3c4 \uae30\ubc18 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc744 \ud3ec\ud568\ud558\uc5ec Python\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc778\uae30 \uc788\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. scikit-learn \ubc0f scipy\uc640 \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud55c \uc2e4\uc81c \uc608\uc81c\uc640 \uad6c\ud604\uc744 \ud1b5\ud574 \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uc801\uc6a9\ud558\uace0 \uacb0\uacfc \ud074\ub7ec\uc2a4\ud130\ub97c \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc744 \ubc30\uc6e0\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ucd5c\uc801\uc758 \ud074\ub7ec\uc2a4\ud130 \uc218\ub97c \uacb0\uc815\ud558\uae30 \uc704\ud55c \uc804\ub7b5\uc5d0 \ub300\ud574 \ub17c\uc758\ud558\uace0 \ub0b4\ubd80 \ubc0f \uc678\ubd80 \ud3c9\uac00 \uba54\ud2b8\ub9ad\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud074\ub7ec\uc2a4\ud130\ub9c1 \uacb0\uacfc\uc758 \ud488\uc9c8\uc744 \ud3c9\uac00\ud588\uc2b5\ub2c8\ub2e4. \uc774\uac83\uc774 Python\uc5d0\uc11c \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc5d0 \ub300\ud574 \uc54c\uc544\uc57c \ud560 \ubaa8\ub4e0 \uac83\uc785\ub2c8\ub2e4. \ub610\ud55c \uacf5\uc2dd Trending cult \uc6f9\uc0ac\uc774\ud2b8\ub97c \ubc29\ubb38\ud558\uc5ec Python\uc5d0\uc11c \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694.\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQs\"><\/span><span style=\"font-weight: 400;\">\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"su-accordion su-u-trim\"><div class=\"su-spoiler su-spoiler-style-default su-spoiler-icon-plus su-spoiler-closed\" data-scroll-offset=\"0\" data-anchor-in-url=\"no\"><div class=\"su-spoiler-title\" tabindex=\"0\" role=\"button\"><span class=\"su-spoiler-icon\"><\/span>Python\uc73c\ub85c \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc744 \ud558\ub294 \ubc29\ubc95\uc740?<\/div><div class=\"su-spoiler-content su-u-clearfix su-u-trim\">\n<p>\ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc740 \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec Python\uc5d0\uc11c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc744 \uc218\ud589\ud558\ub294 \uc77c\ubc18\uc801\uc778 \ub2e8\uacc4\ubcc4 \ud504\ub85c\uc138\uc2a4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac \uac00\uc838\uc624\uae30: NumPy, pandas, scikit-learn, matplotlib \ub4f1 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uac00\uc838\uc624\ub294 \uac83\uc73c\ub85c \uc2dc\uc791\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \ub85c\ub4dc \ubc0f \uc0ac\uc804 \ucc98\ub9ac: \ub370\uc774\ud130 \uc138\ud2b8\ub97c Python\uc5d0 \ub85c\ub4dc\ud558\uace0 \ud544\uc694\uc5d0 \ub530\ub77c \uc0ac\uc804 \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ub204\ub77d\ub41c \uac12 \ucc98\ub9ac, \uae30\ub2a5 \uc2a4\ucf00\uc77c\ub9c1 \ub610\ub294 \uc815\uaddc\ud654, \ubc94\uc8fc\ud615 \ubcc0\uc218 \uc778\ucf54\ub529\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n\uc801\uc808\ud55c \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud558\uc138\uc694: Python\uc5d0\ub294 K-means, \uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1, DBSCAN\uc744 \ud3ec\ud568\ud558\uc5ec \uc5ec\ub7ec \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \ud2b9\uc131\uacfc \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud558\uc138\uc694.<br \/>\n\ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc758 \uc778\uc2a4\ud134\uc2a4\ub97c \ub9cc\ub4ed\ub2c8\ub2e4. \uc6d0\ud558\ub294 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc120\ud0dd\ud55c \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc744 \uc778\uc2a4\ud134\uc2a4\ud654\ud569\ub2c8\ub2e4.<br \/>\n\uc54c\uace0\ub9ac\uc998\uc744 \ub370\uc774\ud130\uc5d0 \ub9de\ucd94\uae30: fit() \uba54\uc11c\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc804\ucc98\ub9ac\ub41c \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ud074\ub7ec\uc2a4\ud130\ub97c \uacc4\uc0b0\ud558\uace0 \uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ud074\ub7ec\uc2a4\ud130\uc5d0 \ud560\ub2f9\ud569\ub2c8\ub2e4.<br \/>\n\uacb0\uacfc \ubd84\uc11d: \uc5bb\uc740 \ud074\ub7ec\uc2a4\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud074\ub7ec\uc2a4\ud130\ub9c1 \uacb0\uacfc\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4. \uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uc5d0 \ud560\ub2f9\ub41c \ud074\ub7ec\uc2a4\ud130 \ub808\uc774\ube14\uc744 \uac80\ud1a0\ud558\uace0 \uac01 \ud074\ub7ec\uc2a4\ud130\uc758 \ud2b9\uc131\uc744 \ud0d0\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n\ud074\ub7ec\uc2a4\ud130 \uc2dc\uac01\ud654: \ub370\uc774\ud130 \uc2dc\uac01\ud654 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud074\ub7ec\uc2a4\ud130\ub97c \ud50c\ub85c\ud305\ud558\uace0 \ud1b5\ucc30\ub825\uc744 \uc5bb\uc73c\uc138\uc694. \uc5ec\uae30\uc5d0\ub294 \uc0b0\uc810\ub3c4, \ud788\ud2b8\ub9f5 \ub610\ub294 \uae30\ud0c0 \uc2dc\uac01\ud654 \ubc29\ubc95\uc744 \ub9cc\ub4dc\ub294 \uac83\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div><\/div> <div class=\"su-spoiler su-spoiler-style-default su-spoiler-icon-plus su-spoiler-closed\" data-scroll-offset=\"0\" data-anchor-in-url=\"no\"><div class=\"su-spoiler-title\" tabindex=\"0\" role=\"button\"><span class=\"su-spoiler-icon\"><\/span>\ud30c\uc774\uc36c\uc5d0\uc11c \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc744 \uc0ac\uc6a9\ud558\ub294 \uc6a9\ub3c4\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/div><div class=\"su-spoiler-content su-u-clearfix su-u-trim\">\n<p>\ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc740 \ub2e4\uc591\ud55c \ub3c4\uba54\uc778\uc5d0 \uac78\uccd0 \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc744 \uac00\uc9c4 Python\uc758 \uac15\ub825\ud55c \uae30\uc220\uc785\ub2c8\ub2e4. Python\uc5d0\uc11c \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc758 \uc77c\ubc18\uc801\uc778 \uc6a9\ub3c4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uace0\uac1d \uc138\ubd84\ud654: \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc740 \uad6c\ub9e4 \ud328\ud134, \uc120\ud638\ub3c4 \ub610\ub294 \uc778\uad6c \ud1b5\uacc4\uc5d0 \ub530\ub77c \uace0\uac1d\uc744 \uadf8\ub8f9\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae30\uc5c5\uc740 \ub9c8\ucf00\ud305 \uc804\ub7b5\uc744 \ub9de\ucda4\ud654\ud558\uace0 \uace0\uac1d \ub9cc\uc871\ub3c4\ub97c \uac1c\uc120\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<br \/>\n\uc774\ubbf8\uc9c0 \ucc98\ub9ac: \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc740 \uc774\ubbf8\uc9c0 \ubd84\ud560, \uac1d\uccb4 \uc778\uc2dd, \uc774\ubbf8\uc9c0 \uc555\ucd95 \ub4f1\uc758 \uc791\uc5c5\uc5d0 \uc774\ubbf8\uc9c0\uc5d0 \uc801\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n\uc774\uc0c1 \uac10\uc9c0: \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc740 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uc774\uc0c1\uce58\ub098 \uc774\uc0c1 \ud604\uc0c1\uc744 \uc2dd\ubcc4\ud558\uc5ec \uc0ac\uae30, \ub124\ud2b8\uc6cc\ud06c \uce68\uc785 \ub610\ub294 \uc2dc\uc2a4\ud15c\uc758 \ubaa8\ub4e0 \ube44\uc815\uc0c1\uc801\uc778 \ub3d9\uc791\uc744 \uac10\uc9c0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<br \/>\n\ubb38\uc11c \ud074\ub7ec\uc2a4\ud130\ub9c1: \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc740 \uc720\uc0ac\ud55c \ubb38\uc11c\ub97c \uadf8\ub8f9\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uc8fc\uc81c \ubaa8\ub378\ub9c1, \ucd94\ucc9c \uc2dc\uc2a4\ud15c \ub4f1\uc758 \uc791\uc5c5\uc5d0 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<br \/>\n\uc720\uc804\uccb4\ud559 \ubc0f \uc0dd\ubb3c\uc815\ubcf4\ud559: \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc740 \uc720\uc804 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\uace0, \uc720\uc804\uc790 \ubc1c\ud604 \ud504\ub85c\ud544\uc744 \ubd84\ub958\ud558\uace0, \uc720\uc804\uc790 \uac04\uc758 \uad00\uacc4\ub97c \ubc1c\uacac\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<\/div><\/div> <div class=\"su-spoiler su-spoiler-style-default su-spoiler-icon-plus su-spoiler-closed\" data-scroll-offset=\"0\" data-anchor-in-url=\"no\"><div class=\"su-spoiler-title\" tabindex=\"0\" role=\"button\"><span class=\"su-spoiler-icon\"><\/span>\ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc5d0\ub294 \uc5b4\ub5a4 \ub3c4\uad6c\uac00 \uc0ac\uc6a9\ub418\ub098\uc694?<\/div><div class=\"su-spoiler-content su-u-clearfix su-u-trim\">\n<p>Python\uc740 \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \uc5ec\ub7ec \ub3c4\uad6c\uc640 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc778\uae30 \uc788\ub294 \ub3c4\uad6c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<p>scikit-learn: scikit-learn\uc740 K-means, \uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1, DBSCAN\uc744 \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc744 \uc81c\uacf5\ud558\ub294 Python\uc758 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uba38\uc2e0 \ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<br \/>\nscipy: scipy \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uacfc\ud559\uc801 \ucef4\ud4e8\ud305\uc744 \uc704\ud55c \ud568\uc218\ub97c \uc81c\uacf5\ud558\uba70 \uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uacfc \uac70\ub9ac \uce21\uc815\ubc95\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<br \/>\npandas: pandas\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud558\uae30 \uc804\uc5d0 \ub370\uc774\ud130\ub97c \uc804\ucc98\ub9ac\ud558\uace0 \uad6c\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ub370\uc774\ud130 \uc870\uc791 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<br \/>\nMatplotlib\uacfc Seaborn: \uc774 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc2dc\uac01\ud654 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uc5ec \ud1b5\ucc30\ub825 \uc788\ub294 \ud50c\ub86f\uacfc \ud074\ub7ec\uc2a4\ud130 \uc2dc\uac01\ud654\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div><\/div>\n<div class=\"su-accordion su-u-trim\"><\/div><div class=\"su-spoiler su-spoiler-style-default su-spoiler-icon-plus su-spoiler-closed\" data-scroll-offset=\"0\" data-anchor-in-url=\"no\"><div class=\"su-spoiler-title\" tabindex=\"0\" role=\"button\"><span class=\"su-spoiler-icon\"><\/span>\ud30c\uc774\uc36c\uc5d0\uc11c 3\uac1c\uc758 \ud074\ub7ec\uc2a4\ud130\ub97c \uadf8\ub9ac\ub294 \ubc29\ubc95\uc740?<\/div><div class=\"su-spoiler-content su-u-clearfix su-u-trim\">\n<p>matplotlib.pyplot\uc744 plt\ub85c \uac00\uc838\uc624\uae30<\/p>\n<p>numpy\ub97c np\ub85c \uac00\uc838\uc624\uae30<\/p>\n<p># 3\uac1c \ud074\ub7ec\uc2a4\ud130\uc5d0 \ub300\ud55c \ub79c\ub364 \ub370\uc774\ud130 \uc0dd\uc131<\/p>\n<p>\ub79c\ub364.\uc2dc\ub4dc(0)<\/p>\n<p>\ud074\ub7ec\uc2a4\ud1301 = np.\ubb34\uc791\uc704.\uc815\uc0c1(2, 1, (50, 2))<\/p>\n<p>\ud074\ub7ec\uc2a4\ud1302 = np.\ubb34\uc791\uc704.\uc815\uc0c1(5, 1, (50, 2))<\/p>\n<p>\ud074\ub7ec\uc2a4\ud1303 = np.\ubb34\uc791\uc704.\uc815\uc0c1(8, 1, (50, 2))<\/p>\n<p># \ud074\ub7ec\uc2a4\ud130\ub97c \ub2e8\uc77c \ub370\uc774\ud130 \uc138\ud2b8\ub85c \uc5f0\uacb0\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 = np.concatenate((\ud074\ub7ec\uc2a4\ud1301, \ud074\ub7ec\uc2a4\ud1302, \ud074\ub7ec\uc2a4\ud1303))<\/p>\n<p># \ud074\ub7ec\uc2a4\ud130\ub97c \ud50c\ub86f\ud569\ub2c8\ub2e4.<\/p>\n<p>plt.scatter(\ub370\uc774\ud130[:, 0], \ub370\uc774\ud130[:, 1], s=50)<\/p>\n<p>plt.title(&#039;\uc138 \uac1c\uc758 \ud074\ub7ec\uc2a4\ud130 \ud50c\ub86f&#039;)<\/p>\n<p>plt.xlabel(&#039;X\ucd95<\/p>\n<\/div><\/div><\/div>\n<p>&nbsp;<\/p>\n<p><script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [{\n    \"@type\": \"Question\",\n    \"name\": \"How to do cluster analysis with Python?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Cluster analysis can be performed in Python using various libraries and algorithms. Here's a general step-by-step process to conduct cluster analysis:<\/p>\n<p>Import the necessary libraries: Begin by importing the required libraries, such as NumPy, pandas, scikit-learn, and matplotlib.<\/p>\n<p>Load and preprocess the data: Load your dataset into Python, and preprocess it as needed. This may involve handling missing values, scaling or normalizing features, and encoding categorical variables.\nChoose the appropriate clustering algorithm: There are several clustering algorithms available in Python, including K-means, hierarchical clustering, and DBSCAN. Select the algorithm based on your data characteristics and requirements.\nCreate an instance of the clustering algorithm: Instantiate the chosen clustering algorithm with the desired parameters.\nFit the algorithm to the data: Apply the clustering algorithm to the preprocessed dataset using the fit() method. This step calculates the clusters and assigns each data point to a cluster.\nAnalyze the results: Evaluate the clustering results by analyzing the obtained clusters. You can examine the cluster labels assigned to each data point and explore the characteristics of each cluster.\nVisualize the clusters: Use data visualization techniques to plot the clusters and gain insights. This may involve creating scatter plots, heatmaps, or other visualization methods.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"What is the use of cluster analysis in Python?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Cluster analysis is a powerful technique in Python that has various applications across different domains. Some common uses of cluster analysis in Python include:<\/p>\n<p>Customer segmentation: Cluster analysis can be used to group customers based on their buying patterns, preferences, or demographics. This helps businesses tailor their marketing strategies and improve customer satisfaction.\nImage processing: Clustering algorithms can be applied to images for tasks such as image segmentation, object recognition, and image compression.\nAnomaly detection: Cluster analysis can identify outliers or anomalies in datasets, helping detect fraud, network intrusions, or any abnormal behaviour in a system.\nDocument clustering: Cluster analysis can be used to group similar documents together, aiding tasks such as text classification, topic modelling, and recommendation systems.\nGenomics and bioinformatics: Cluster analysis helps identify patterns in genetic data, classify gene expression profiles, and discover relationships between genes.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"Which tool is used for cluster analysis?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Python provides several tools and libraries for cluster analysis. Some popular ones include:<\/p>\n<p>scikit-learn: scikit-learn is a widely-used machine learning library in Python that offers various clustering algorithms, including K-means, hierarchical clustering, and DBSCAN.\nscipy: The scipy library provides functions for scientific computing and includes hierarchical clustering algorithms and distance metrics.\npandas: pandas is a powerful data manipulation library that can be used for preprocessing and organizing data before applying clustering algorithms.\nMatplotlib and Seaborn: These libraries offer a range of data visualization capabilities, enabling the creation of insightful plots and visualizations of clusters.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"How to plot 3 clusters in Python?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"import matplotlib.pyplot as plt\nimport numpy as np<\/p>\n<p># Generate random data for three clusters\nnp. random.seed(0)\ncluster1 = np.random.normal(2, 1, (50, 2))\ncluster2 = np.random.normal(5, 1, (50, 2))\ncluster3 = np.random.normal(8, 1, (50, 2))<\/p>\n<p># Concatenate the clusters into a single dataset\ndata = np.concatenate((cluster1, cluster2, cluster3))<\/p>\n<p># Plot the clusters\nplt.scatter(data[:, 0], data[:, 1], s=50)\nplt.title('Plot of Three Clusters')\nplt.xlabel('X-axis\"\n    }\n  }]\n}\n<\/script><\/p>","protected":false},"excerpt":{"rendered":"<p>\ud30c\uc774\uc36c\uc758 \ud074\ub7ec\uc2a4\ud130 \ubd84\uc11d\uc740 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uacfc \uba38\uc2e0 \ub7ec\ub2dd\uc5d0\uc11c \ub370\uc774\ud130 \uc138\ud2b8 \ub0b4\uc758 \uadf8\ub8f9\uc774\ub098 \ud074\ub7ec\uc2a4\ud130\ub97c \uc2dd\ubcc4\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uae30\ubcf8\uc801\uc778 \uae30\uc220\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ub3c4\uba54\uc778\uc5d0 \ub110\ub9ac \uc801\uc6a9\ub418\uba70,\u2026<\/p>","protected":false},"author":2,"featured_media":10272,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[252,1016],"tags":[668],"class_list":["post-10254","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","category-datacamp","tag-cluster-analysis-in-python"],"_links":{"self":[{"href":"https:\/\/neonpolice.com\/kr\/wp-json\/wp\/v2\/posts\/10254","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/neonpolice.com\/kr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/neonpolice.com\/kr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/neonpolice.com\/kr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/neonpolice.com\/kr\/wp-json\/wp\/v2\/comments?post=10254"}],"version-history":[{"count":0,"href":"https:\/\/neonpolice.com\/kr\/wp-json\/wp\/v2\/posts\/10254\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neonpolice.com\/kr\/wp-json\/wp\/v2\/media\/10272"}],"wp:attachment":[{"href":"https:\/\/neonpolice.com\/kr\/wp-json\/wp\/v2\/media?parent=10254"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/neonpolice.com\/kr\/wp-json\/wp\/v2\/categories?post=10254"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/neonpolice.com\/kr\/wp-json\/wp\/v2\/tags?post=10254"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}