{"id":3306,"date":"2024-11-14T12:17:11","date_gmt":"2024-11-14T03:17:11","guid":{"rendered":"https:\/\/secondlife.lol\/?p=3306"},"modified":"2024-11-14T12:47:48","modified_gmt":"2024-11-14T03:47:48","slug":"2025-world-university-ranking-visualization-python","status":"publish","type":"post","link":"https:\/\/secondlife.lol\/en\/2025-world-university-ranking-visualization-python\/","title":{"rendered":"Visualizing the World University Rankings in 2025 (Python Data Visualization)"},"content":{"rendered":"<style>.kb-image3306_9b3c1f-90 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image3306_9b3c1f-90 img.kb-img, .kb-image3306_9b3c1f-90 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image3306_9b3c1f-90\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"1184\" height=\"712\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/11\/\ub2e4\uc6b4\ub85c\ub4dc-2.jpg\" alt=\"2025\ub144 \uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704 \uadf8\ub798\ud504 \" class=\"kb-img wp-image-3308\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/11\/\ub2e4\uc6b4\ub85c\ub4dc-2.jpg 1184w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/11\/\ub2e4\uc6b4\ub85c\ub4dc-2-300x180.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/11\/\ub2e4\uc6b4\ub85c\ub4dc-2-600x361.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/11\/\ub2e4\uc6b4\ub85c\ub4dc-2-768x462.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/11\/\ub2e4\uc6b4\ub85c\ub4dc-2-18x12.jpg 18w\" sizes=\"(max-width: 1184px) 100vw, 1184px\" \/><figcaption>( 2025\ub144 \uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704 \uadf8\ub798\ud504 )<\/figcaption><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\uc601\uad6d\uc758 \uad50\uc721 \ud3c9\uac00 \uae30\uad00\uc778 <strong>Times Higher Education(THE)<\/strong>\uc5d0\uc11c \ub9e4\ub144 <strong>\uc138\uacc4 \ub300\ud559 \uc21c\uc704(World University Rankings)<\/strong>\ub97c \ubc1c\ud45c\ud569\ub2c8\ub2e4. \uc774 \uc9c0\ud45c\ub294 \uad50\uc721, \uc5f0\uad6c, \ub17c\ubb38 \uc778\uc6a9, \uad6d\uc81c \uc804\ub9dd, \uc0b0\uc5c5 \uc218\uc775 \ub4f1 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud574 \uc810\uc218\ub97c \ub9e4\uae41\ub2c8\ub2e4. \ub300\ud559\uc758 \uae00\ub85c\ubc8c \uacbd\uc7c1\ub825\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uc9c0\ud45c\ub85c \uc5ec\uaca8\uc9d1\ub2c8\ub2e4. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ubc88 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 <a href=\"https:\/\/www.timeshighereducation.com\/world-university-rankings\/latest\/world-ranking\" target=\"_blank\" rel=\"noopener\">2025\ub144 \uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704 \ub370\uc774\ud130\ub97c<\/a> Python\uc744 \uc0ac\uc6a9\ud574 \ud2b8\ub80c\ub514\ud55c \ub9c9\ub300 \uadf8\ub798\ud504\ub85c \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c matplotlib\uc640 seaborn \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud558\uc5ec \uac04\ub2e8\ud558\uace0 \uc9c1\uad00\uc801\uc778 \uc2dc\uac01\ud654\ub97c \ub9cc\ub4e4\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<style>.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{color:var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{color:var(--global-palette2, #2B6CB0);font-size:28px;font-weight:regular;font-style:normal;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list{color:var(--global-palette1, #3182CE);line-height:2em;font-weight:regular;font-style:normal;margin-top:var(--global-kb-spacing-sm, 1.5rem);margin-right:0px;margin-bottom:0px;margin-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list .kb-table-of-contents__entry:hover{color:var(--global-palette6, #718096);}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}@media all and (max-width: 767px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}<\/style>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading3306_b27086-b7, .wp-block-kadence-advancedheading.kt-adv-heading3306_b27086-b7[data-kb-block=\"kb-adv-heading3306_b27086-b7\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading3306_b27086-b7 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading3306_b27086-b7[data-kb-block=\"kb-adv-heading3306_b27086-b7\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading3306_b27086-b7 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading3306_b27086-b7[data-kb-block=\"kb-adv-heading3306_b27086-b7\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading3306_b27086-b7 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading3306_b27086-b7\">\uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704 \ub370\uc774\ud130 \uc18c\uac1c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ubc88\uc5d0 \uc2dc\uac01\ud654\ud560 \ub370\uc774\ud130\ub294 2025\ub144 \uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \uc601\uad6d\uc758 <strong>THE(Times Higher Education)<\/strong>\uc5d0\uc11c \uc81c\uacf5\ud55c \uc790\ub8cc\ub85c, \uac01 \ub300\ud559\uc758 \uc21c\uc704, \uad6d\uac00, \uc774\ub984, \uc885\ud569 \uc810\uc218\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ud55c\uad6d\uc758 \ub300\ud559\ub3c4 \ud3ec\ud568\ub418\uc5b4 \uc788\uc5b4 \uad6d\ub0b4\uc678 \ub300\ud559\uc758 \uc21c\uc704\ub97c \uc27d\uac8c \ube44\uad50\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<style>.kb-image3306_a7fc9c-91 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image3306_a7fc9c-91 img.kb-img, .kb-image3306_a7fc9c-91 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image3306_a7fc9c-91\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"721\" height=\"439\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/11\/\uc2a4\ud06c\ub9b0\uc0f7-2024-11-12-212814.jpg\" alt=\"\uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704 \ub370\uc774\ud130 \ud45c\" class=\"kb-img wp-image-3329\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/11\/\uc2a4\ud06c\ub9b0\uc0f7-2024-11-12-212814.jpg 721w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/11\/\uc2a4\ud06c\ub9b0\uc0f7-2024-11-12-212814-300x183.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/11\/\uc2a4\ud06c\ub9b0\uc0f7-2024-11-12-212814-600x365.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/11\/\uc2a4\ud06c\ub9b0\uc0f7-2024-11-12-212814-18x12.jpg 18w\" sizes=\"(max-width: 721px) 100vw, 721px\" \/><\/figure><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading3306_6fc7e4-52, .wp-block-kadence-advancedheading.kt-adv-heading3306_6fc7e4-52[data-kb-block=\"kb-adv-heading3306_6fc7e4-52\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading3306_6fc7e4-52 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading3306_6fc7e4-52[data-kb-block=\"kb-adv-heading3306_6fc7e4-52\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading3306_6fc7e4-52 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading3306_6fc7e4-52[data-kb-block=\"kb-adv-heading3306_6fc7e4-52\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading3306_6fc7e4-52 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading3306_6fc7e4-52\">\uc8fc\uc694 \ub370\uc774\ud130 \uc694\uc57d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc804\uc138\uacc4 \uc0c1\uc704 5\uc704 \ub300\ud559\uc5d0\ub294 \uc601\uad6d\uacfc \ubbf8\uad6d\uc758 \ub300\ud45c \ub300\ud559\ub4e4\uc774 \uc0c1\uc704\uad8c\uc744 \ucc28\uc9c0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc544\uc2dc\uc544 \uc8fc\uc694 \ub300\ud559\uc758 \uacbd\uc6b0 \uc911\uad6d, \uc77c\ubcf8, \ud55c\uad6d\uc758 \ub300\ud559\ub4e4\uc774 \uc0c1\uc704 100\uc704 \ub0b4\uc5d0 \ud3ec\ud568\ub418\uc5b4 \uc788\uc73c\uba70, \uc544\uc2dc\uc544\uad8c \ub300\ud559 \uac04\uc758 \ube44\uad50\uac00 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ud55c\uad6d \ub300\ud559\uc758 \uacbd\uc6b0 \uc11c\uc6b8\ub300, \uce74\uc774\uc2a4\ud2b8, \uc131\uade0\uad00\ub300, \uc5f0\uc138\ub300\uac00 \uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704 \uc0c1\uc704\uad8c\uc5d0 \uc18d\ud574 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading3306_2718d7-d4, .wp-block-kadence-advancedheading.kt-adv-heading3306_2718d7-d4[data-kb-block=\"kb-adv-heading3306_2718d7-d4\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading3306_2718d7-d4 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading3306_2718d7-d4[data-kb-block=\"kb-adv-heading3306_2718d7-d4\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading3306_2718d7-d4 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading3306_2718d7-d4[data-kb-block=\"kb-adv-heading3306_2718d7-d4\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading3306_2718d7-d4 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading3306_2718d7-d4\">Python \ucf54\ub4dc\ub85c \uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704 \uc2dc\uac01\ud654\ud558\uae30<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\uc81c \uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704 \ub370\uc774\ud130\ub97c pandas\ub85c \uc815\ub9ac\ud558\uace0, seaborn\uacfc matplotlib\ub97c \uc0ac\uc6a9\ud574 \ud604\ub300\uc801\uc778 \uc2a4\ud0c0\uc77c\uc758 \ub9c9\ub300 \uadf8\ub798\ud504\ub97c \ub9cc\ub4e4\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ud55c\uae00 \uc8fc\uc11d\uc744 \ud3ec\ud568\ud574 \ucd08\ubcf4\uc790\ub3c4 \uc27d\uac8c \ub530\ub77c \ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uba85\uc744 \ucd94\uac00\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac \ubd88\ub7ec\uc624\uae30\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n\n# \uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704 \ub370\uc774\ud130 \uc900\ube44\ndata = {\n    \"Rank\": &#91;1, 2, 3, 4, 5, 12, 13, 28, 62, 82, 102, 102],\n    \"Country\": &#91;\"UK\", \"USA\", \"USA\", \"USA\", \"UK\", \"China\", \"China\", \"Japan\", \"South Korea\", \"South Korea\", \"South Korea\", \"South Korea\"],\n    \"University\": &#91;\"University of Oxford\", \"MIT\", \"Harvard University\", \"Princeton University\", \"University of Cambridge\",\n                   \"Tsinghua University\", \"Peking University\", \"University of Tokyo\", \"Seoul National University\", \"KAIST\", \"Sungkyunkwan University\", \"Yonsei University\"],\n    \"Score\": &#91;98.5, 98.1, 97.7, 97.5, 97.4, 92.5, 92.0, 83.3, 73.5, 69.5, 66.1, 66.1]\n}\n\n# \ub370\uc774\ud130\ud504\ub808\uc784\uc73c\ub85c \ubcc0\ud658\ndf = pd.DataFrame(data)\n\n# \uadf8\ub798\ud504 \uc2a4\ud0c0\uc77c \uc124\uc815 - 'whitegrid' \uc2a4\ud0c0\uc77c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uae54\ub054\ud55c \ubc30\uacbd \ub9cc\ub4e4\uae30\nsns.set(style=\"whitegrid\")\n\n# \uadf8\ub798\ud504 \ud06c\uae30 \uc124\uc815 \ubc0f \ub9c9\ub300 \uadf8\ub798\ud504 \uadf8\ub9ac\uae30\nplt.figure(figsize=(12, 8))\nbar_plot = sns.barplot(\n    x=\"Score\", y=\"University\", data=df,    # X\ucd95\uc740 'Score', Y\ucd95\uc740 'University'\uc73c\ub85c \uc9c0\uc815\n    palette=\"viridis\", edgecolor=\".6\"     # \uc0c9\uc0c1\uc740 'viridis' \ud314\ub808\ud2b8, \ub9c9\ub300 \ud14c\ub450\ub9ac \uc0c9\uc0c1\uc740 \ud68c\uc0c9\n)\n\n# \ub9c9\ub300 \uadf8\ub798\ud504 \ub05d\ub2e8\uc5d0 \uc21c\uc704\uc640 \uc810\uc218 \ud45c\uc2dc\nfor index, row in df.iterrows():\n    bar_plot.text(\n        row&#91;\"Score\"] - 0.5, index,         # \ud14d\uc2a4\ud2b8 \uc704\uce58 (\uc810\uc218\uc5d0\uc11c \uc57d\uac04 \uc67c\ucabd\uc73c\ub85c \uc774\ub3d9)\n        f'#{row&#91;\"Rank\"]} ({row&#91;\"Score\"]})', # \ud45c\uc2dc\ud560 \ud14d\uc2a4\ud2b8 (\uc21c\uc704\uc640 \uc810\uc218)\n        color='white',                     # \ud14d\uc2a4\ud2b8 \uc0c9\uc0c1\n        ha='right',                        # \uc624\ub978\ucabd \uc815\ub82c\n        va='center'                        # \uc138\ub85c \uac00\uc6b4\ub370 \uc815\ub82c\n    )\n\n# \uadf8\ub798\ud504 \ud0c0\uc774\ud2c0 \ubc0f \ucd95 \ub77c\ubca8 \uc124\uc815\nbar_plot.set_title(\"2025 World University Rankings\", fontsize=16)  # \uadf8\ub798\ud504 \uc81c\ubaa9 \uc124\uc815\nbar_plot.set_xlabel(\"Score\", fontsize=12)                          # X\ucd95 \ub77c\ubca8 \uc124\uc815\nbar_plot.set_ylabel(\"University\", fontsize=12)                     # Y\ucd95 \ub77c\ubca8 \uc124\uc815\n\n# \uadf8\ub798\ud504 \ubcf4\uc5ec\uc8fc\uae30\nplt.show()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\ucf54\ub4dc \uc138\ubd80\uc124\uba85<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"> \uc544\ub798\ub294 \uac01 \ucf54\ub4dc \ubd80\ubd84\uc758 \uae30\ub2a5\uc744 \uc790\uc138\ud788 \uc124\uba85\ud55c \ub0b4\uc6a9\uc785\ub2c8\ub2e4. \ud2b9\ud788 \ub9c9\ub300 \uadf8\ub798\ud504\uc758 \ub05d\ub2e8\uc5d0 \uc21c\uc704\uc640 \uc810\uc218\ub97c \ucd94\uac00\ud558\ub294 \ubd80\ubd84\uc744 \uc911\uc2ec\uc73c\ub85c \ucf54\ub4dc\uac00 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub294\uc9c0 \uc124\uba85\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#\ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac \ubd88\ub7ec\uc624\uae30\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n\n#\uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704 \ub370\uc774\ud130 \uc900\ube44\ndata = {\n\"Rank\": &#91;1, 2, 3, 4, 5, 12, 13, 28, 62, 82, 102, 102],\n\"Country\": &#91;\"UK\", \"USA\", \"USA\", \"USA\", \"UK\", \"China\", \"China\", \"Japan\", \"South Korea\", \"South Korea\", \"South Korea\", \"South Korea\"],\n\"University\": &#91;\"University of Oxford\", \"MIT\", \"Harvard University\", \"Princeton University\", \"University of Cambridge\",\n\"Tsinghua University\", \"Peking University\", \"University of Tokyo\", \"Seoul National University\", \"KAIST\", \"Sungkyunkwan University\", \"Yonsei University\"],\n\"Score\": &#91;98.5, 98.1, 97.7, 97.5, 97.4, 92.5, 92.0, 83.3, 73.5, 69.5, 66.1, 66.1]\n}\n\n#\ub370\uc774\ud130\ud504\ub808\uc784\uc73c\ub85c \ubcc0\ud658\ndf = pd.DataFrame(data)<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>import \ubb38\uc744 \ud1b5\ud574 pandas, seaborn, matplotlib.pyplot \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ubd88\ub7ec\uc635\ub2c8\ub2e4. \uac01\uac01 \ub370\uc774\ud130\ud504\ub808\uc784 \uc0dd\uc131, \uc2dc\uac01\ud654, \uadf8\ub9ac\uace0 \uadf8\ub798\ud504 \ud45c\uc2dc\ub97c \uc704\ud55c \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>data \ub515\uc154\ub108\ub9ac\ub97c \uc815\uc758\ud558\uc5ec \uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4. Rank, Country, University, Score \uceec\ub7fc\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>pd.DataFrame(data)\ub97c \uc0ac\uc6a9\ud574 data \ub515\uc154\ub108\ub9ac\ub97c \ub370\uc774\ud130\ud504\ub808\uc784\uc73c\ub85c \ubcc0\ud658\ud558\uc5ec df\uc5d0 \uc800\uc7a5\ud569\ub2c8\ub2e4. \uc774\uc81c \uc774 \ub370\uc774\ud130\ud504\ub808\uc784\uc744 \uc2dc\uac01\ud654\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>#\uadf8\ub798\ud504 \uc2a4\ud0c0\uc77c \uc124\uc815 - 'whitegrid' \uc2a4\ud0c0\uc77c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uae54\ub054\ud55c \ubc30\uacbd \ub9cc\ub4e4\uae30\nsns.set(style=\"whitegrid\")<\/code><\/pre>\n\n\n\n<ul start=\"4\" class=\"wp-block-list\">\n<li>sns.set(style=&#8221;whitegrid&#8221;): seaborn \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 whitegrid \uc2a4\ud0c0\uc77c\uc744 \uc124\uc815\ud558\uc5ec \uadf8\ub798\ud504\uc5d0 \uae54\ub054\ud55c \ubc30\uacbd\uc744 \ucd94\uac00\ud569\ub2c8\ub2e4. \uc774 \uc2a4\ud0c0\uc77c\uc740 \ubc30\uacbd\uc5d0 \uc595\uc740 \uaca9\uc790\ubb34\ub2ac\ub97c \ucd94\uac00\ud574 \ub370\uc774\ud130\uac00 \ub3cb\ubcf4\uc774\uac8c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>#\uadf8\ub798\ud504 \ud06c\uae30 \uc124\uc815 \ubc0f \ub9c9\ub300 \uadf8\ub798\ud504 \uadf8\ub9ac\uae30\nplt.figure(figsize=(12, 8))\nbar_plot = sns.barplot(\nx=\"Score\", y=\"University\", data=df, # X\ucd95\uc740 'Score', Y\ucd95\uc740 'University'\uc73c\ub85c \uc9c0\uc815\npalette=\"viridis\", edgecolor=\".6\" # \uc0c9\uc0c1\uc740 'viridis' \ud314\ub808\ud2b8, \ub9c9\ub300 \ud14c\ub450\ub9ac \uc0c9\uc0c1\uc740 \ud68c\uc0c9\n)<\/code><\/pre>\n\n\n\n<ul start=\"5\" class=\"wp-block-list\">\n<li>plt.figure(figsize=(12, 8)): \uadf8\ub798\ud504\uc758 \ud06c\uae30\ub97c \uac00\ub85c 12\uc778\uce58, \uc138\ub85c 8\uc778\uce58\ub85c \uc124\uc815\ud569\ub2c8\ub2e4. \uadf8\ub798\ud504\uac00 \uc6f9 \ud398\uc774\uc9c0\ub098 \ube14\ub85c\uadf8\uc5d0\uc11c \uc798 \ubcf4\uc774\ub3c4\ub85d \uc801\uc808\ud55c \ud06c\uae30\ub85c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>sns.barplot(\u2026): seaborn\uc758 barplot \ud568\uc218\ub97c \uc0ac\uc6a9\ud574 \ub9c9\ub300 \uadf8\ub798\ud504\ub97c \uadf8\ub9bd\ub2c8\ub2e4. <\/li>\n\n\n\n<li>x=&#8221;Score&#8221;, y=&#8221;University&#8221;: X\ucd95\uc740 \uc810\uc218(Score), Y\ucd95\uc740 \ub300\ud559 \uc774\ub984(University)\uc73c\ub85c \uc124\uc815\ud569\ub2c8\ub2e4. \uc810\uc218\uc5d0 \ub530\ub77c \ub9c9\ub300\uc758 \uae38\uc774\uac00 \ub2ec\ub77c\uc9c0\uace0, Y\ucd95\uc5d0 \ub300\ud559 \uc774\ub984\uc774 \ud45c\uc2dc\ub429\ub2c8\ub2e4.         <\/li>\n\n\n\n<li>data=df: \ub370\uc774\ud130\ub85c\ub294 df \ub370\uc774\ud130\ud504\ub808\uc784\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.                            <\/li>\n\n\n\n<li>palette=&#8221;viridis&#8221;: viridis \ud314\ub808\ud2b8\ub97c \uc0ac\uc6a9\ud574 \uadf8\ub798\ud504 \uc0c9\uc0c1\uc744 \uc124\uc815\ud569\ub2c8\ub2e4. viridis\ub294 \ud2b8\ub80c\ub514\ud55c \uc0c9\uac10\uc73c\ub85c \ub370\uc774\ud130\uc758 \uc2dc\uac01\uc801 \ud6a8\uacfc\ub97c \ub192\uc785\ub2c8\ub2e4.                                            <\/li>\n\n\n\n<li>edgecolor=&#8221;.6&#8243;: \ub9c9\ub300 \ud14c\ub450\ub9ac \uc0c9\uc744 \ud68c\uc0c9(.6)\uc73c\ub85c \uc124\uc815\ud558\uc5ec \uadf8\ub798\ud504\uc758 \ub9c9\ub300\ub4e4\uc774 \uc11c\ub85c \uc798 \uad6c\ubd84\ub418\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>#\ub9c9\ub300 \uadf8\ub798\ud504 \ub05d\ub2e8\uc5d0 \uc21c\uc704\uc640 \uc810\uc218 \ud45c\uc2dc\nfor index, row in df.iterrows():\nbar_plot.text(\nrow&#91;\"Score\"] - 0.5, index, # \ud14d\uc2a4\ud2b8 \uc704\uce58 (\uc810\uc218\uc5d0\uc11c \uc57d\uac04 \uc67c\ucabd\uc73c\ub85c \uc774\ub3d9)\nf'#{row&#91;\"Rank\"]} ({row&#91;\"Score\"]})', # \ud45c\uc2dc\ud560 \ud14d\uc2a4\ud2b8 (\uc21c\uc704\uc640 \uc810\uc218)\ncolor='white', # \ud14d\uc2a4\ud2b8 \uc0c9\uc0c1\nha='right', # \uc624\ub978\ucabd \uc815\ub82c\nva='center' # \uc138\ub85c \uac00\uc6b4\ub370 \uc815\ub82c\n)<\/code><\/pre>\n\n\n\n<ul start=\"7\" class=\"wp-block-list\">\n<li>for index, row in df.iterrows(): df \ub370\uc774\ud130\ud504\ub808\uc784\uc758 \uac01 \ud589(row)\uc744 \uc21c\ud68c\ud558\uba70 index\uc640 row \ubcc0\uc218\uc5d0 \uac01\uac01 \uc778\ub371\uc2a4\uc640 \ud589 \ub370\uc774\ud130\ub97c \ud560\ub2f9\ud569\ub2c8\ub2e4.                                      df.iterrows()\ub294 \ub370\uc774\ud130\ud504\ub808\uc784\uc758 \uac01 \ud589\uc744 \ubc18\ubcf5\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc8fc\ub294 \uba54\uc11c\ub4dc\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>bar_plot.text(\u2026): \ub9c9\ub300 \uadf8\ub798\ud504\uc758 \uac01 \ub9c9\ub300 \ub05d\ub2e8\uc5d0 \uc21c\uc704\uc640 \uc810\uc218\ub97c \ud45c\uc2dc\ud558\uae30 \uc704\ud574 text \ud568\uc218\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>row[&#8220;Score&#8221;] &#8211; 0.5: X\uc88c\ud45c\ub97c Score \uac12\uc758 \uc57d\uac04 \uc67c\ucabd\uc5d0 \uc704\uce58\uc2dc\ud0a4\uae30 \uc704\ud574 -0.5\ub97c \ube7c\uc90d\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \ud14d\uc2a4\ud2b8\uac00 \ub9c9\ub300 \ub05d\ub2e8\uc758 \ubc14\ub85c \uc548\ucabd\uc5d0 \uc704\uce58\ud558\uac8c \ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li>index: Y\uc88c\ud45c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. index\ub294 \ud604\uc7ac \ubc18\ubcf5 \uc911\uc778 \ud589\uc758 Y\ucd95 \uc704\uce58\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>f&#8217;#{row[&#8220;Rank&#8221;]} ({row[&#8220;Score&#8221;]})&#8217;: \ud14d\uc2a4\ud2b8 \ub0b4\uc6a9\uc73c\ub85c, #\uc21c\uc704 (\uc810\uc218) \ud615\uc2dd\uc758 \ubb38\uc790\uc5f4\uc744 \ub9cc\ub4ed\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, #1 (98.5)\uc640 \uac19\uc740 \ud615\uc2dd\uc73c\ub85c \ud45c\uc2dc\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li>color=&#8217;white&#8217;: \ud14d\uc2a4\ud2b8 \uc0c9\uc0c1\uc744 \ud770\uc0c9\uc73c\ub85c \uc124\uc815\ud558\uc5ec \ub9c9\ub300 \ub0b4\ubd80\uc5d0\uc11c \ud14d\uc2a4\ud2b8\uac00 \uc798 \ubcf4\uc774\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>ha=&#8217;right&#8217;: \ud14d\uc2a4\ud2b8\ub97c \uc624\ub978\ucabd \uc815\ub82c\ud558\uc5ec \ub9c9\ub300\uc758 \ub05d\ub2e8\uc5d0 \ub9de\ucda5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>va=&#8217;center&#8217;: \ud14d\uc2a4\ud2b8\uc758 \uc138\ub85c \uc815\ub82c\uc744 \uac00\uc6b4\ub370\ub85c \uc124\uc815\ud558\uc5ec \ud14d\uc2a4\ud2b8\uac00 \ub9c9\ub300\uc758 \ub192\uc774 \uc911\uc559\uc5d0 \uc704\uce58\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>#\uadf8\ub798\ud504 \ud0c0\uc774\ud2c0 \ubc0f \ucd95 \ub77c\ubca8 \uc124\uc815\nbar_plot.set_title(\"2025 World University Rankings\", fontsize=16) # \uadf8\ub798\ud504 \uc81c\ubaa9 \uc124\uc815\nbar_plot.set_xlabel(\"Score\", fontsize=12) # X\ucd95 \ub77c\ubca8 \uc124\uc815\nbar_plot.set_ylabel(\"University\", fontsize=12) # Y\ucd95 \ub77c\ubca8 \uc124\uc815<\/code><\/pre>\n\n\n\n<ul start=\"9\" class=\"wp-block-list\">\n<li>bar_plot.set_title(\u2026): \uadf8\ub798\ud504\uc758 \uc81c\ubaa9\uc744 \uc124\uc815\ud569\ub2c8\ub2e4. fontsize=16\uc740 \uc81c\ubaa9 \uae00\uaf34 \ud06c\uae30\ub97c \uc9c0\uc815\ud558\uc5ec \uac15\uc870\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>bar_plot.set_xlabel(\u2026): X\ucd95 \ub77c\ubca8\uc744 &#8220;Score&#8221;\ub85c \uc124\uc815\ud569\ub2c8\ub2e4. fontsize=12\ub85c \uc124\uc815\ud558\uc5ec \uac00\ub3c5\uc131\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>bar_plot.set_ylabel(\u2026): Y\ucd95 \ub77c\ubca8\uc744 &#8220;University&#8221;\ub85c \uc124\uc815\ud558\uc5ec \ub300\ud559 \uc774\ub984\uc774 \ub098\ud0c0\ub098\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>#\uadf8\ub798\ud504 \ubcf4\uc5ec\uc8fc\uae30\nplt.show()<\/code><\/pre>\n\n\n\n<ul start=\"12\" class=\"wp-block-list\">\n<li>plt.show(): \ubaa8\ub4e0 \uc124\uc815\uc774 \uc644\ub8cc\ub41c \uadf8\ub798\ud504\ub97c \ud654\uba74\uc5d0 \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading3306_70d2b1-b7, .wp-block-kadence-advancedheading.kt-adv-heading3306_70d2b1-b7[data-kb-block=\"kb-adv-heading3306_70d2b1-b7\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading3306_70d2b1-b7 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading3306_70d2b1-b7[data-kb-block=\"kb-adv-heading3306_70d2b1-b7\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading3306_70d2b1-b7 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading3306_70d2b1-b7[data-kb-block=\"kb-adv-heading3306_70d2b1-b7\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading3306_70d2b1-b7 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading3306_70d2b1-b7\">\ub9c8\ubb34\ub9ac \ubc0f \uc694\uc57d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ubc88 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 2025\ub144 \uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704\ub97c Python\uc744 \ud65c\uc6a9\ud574 \uc2dc\uac01\ud654\ud558\ub294 \ubc29\ubc95\uc744 \uc18c\uac1c\ud588\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uc2dc\uac01\ud654 \uacfc\uc815\uc744 \ub2e8\uacc4\ubcc4\ub85c \uc124\uba85\ud558\uace0, \ud2b8\ub80c\ub514\ud55c \uadf8\ub798\ud504 \uc2a4\ud0c0\uc77c\ub9c1 \ud301\uc744 \uc81c\uacf5\ud558\uc5ec \ub370\uc774\ud130\ub97c \ub354\uc6b1 \ud765\ubbf8\ub86d\uac8c \ubd84\uc11d\ud558\ub294 \ubc29\ubc95\uc744 \uacf5\uc720\ud588\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub97c \ud1b5\ud574 \uc804\uc138\uacc4 \ub300\ud559\uad50 \uc21c\uc704\ub97c \uc9c1\uad00\uc801\uc73c\ub85c \ud30c\uc545\ud558\uace0, \ub300\ud559\ub4e4\uc758 \uacbd\uc7c1\ub825\uc744 \uc27d\uac8c \ube44\uad50\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ub370\uc774\ud130 \uc2dc\uac01\ud654\ub97c \ud1b5\ud574 \uc720\uc775\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\uc744 \uc218 \uc788\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ucc38\uace0\ub85c, \ucd9c\uc0b0\uc728\uc758 \ucd94\uc774\uc5d0 \ub300\ud574 \uad00\uc2ec\uc788\uc73c\uc2e0 \ubd84 \uacc4\uc2e0\uac00\uc694? \uadf8 \ucd94\uc774\ub97c \uc2dc\uac01\ud654 \ud574\ubcf4\uace0 \ud2b9\uc815\uc2dc\uc810\uc5d0 \uc608\uc0c1\ub418\ub294 \ucd9c\uc0b0\uc728\uc744 \uc27d\uac8c \uc54c\uc544\ubcfc \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ubc29\ubc95\uc740 <a href=\"https:\/\/secondlife.lol\/korean-birthrate-rebound-2025\/\" data-type=\"post\" data-id=\"3015\">10\ub144\ub9cc\uc5d0 \ud55c\uad6d \ucd9c\uc0b0\uc728 \ubc18\ub4f1\uac00\ub2a5\ud560\uae4c? \uad6d\ud68c\uc608\uc0b0\uc815\ucc45\ucc98\uac00 \uc804\ub9dd\ud55c 2025\ub144(feat. \ud30c\uc774\uc36c)<\/a> \ud3ec\uc2a4\ud2b8\ub97c \ucc38\uace0\ud574 \ubcf4\uc138\uc694!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc601\uad6d\uc758 \uad50\uc721 \ud3c9\uac00 \uae30\uad00\uc778 Times Higher Education(THE)\uc5d0\uc11c \ub9e4\ub144 \uc138\uacc4 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