{"id":4239,"date":"2024-12-30T08:04:21","date_gmt":"2024-12-29T23:04:21","guid":{"rendered":"https:\/\/secondlife.lol\/?p=4239"},"modified":"2024-12-30T08:27:46","modified_gmt":"2024-12-29T23:27:46","slug":"lessons-from-aviation-accidents-jeju-air-python","status":"publish","type":"post","link":"https:\/\/secondlife.lol\/ja\/lessons-from-aviation-accidents-jeju-air-python\/","title":{"rendered":"\u822a\u7a7a\u6a5f\u4e8b\u6545\u304b\u3089\u5b66\u3076\u6559\u8a13\uff1a\u6e08\u5dde\u822a\u7a7a\u306e\u4e8b\u6545\u3092\u632f\u308a\u8fd4\u3063\u3066Python\u3067\u898b\u3066\u307f\u308b"},"content":{"rendered":"<style>.kb-image4239_03b424-08 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image4239_03b424-08\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"600\" height=\"116\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/IMG_3844-600x116.jpeg\" alt=\"\" class=\"kb-img wp-image-4252\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/IMG_3844-600x116.jpeg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/IMG_3844-300x58.jpeg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/IMG_3844-768x148.jpeg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/IMG_3844-18x3.jpeg 18w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/IMG_3844.jpeg 934w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">2024\u5e7412\u670829\u65e5\u3001\u79c1\u305f\u3061\u306f\u6e08\u5dde\u822a\u7a7a\u4e8b\u6545\u3068\u3044\u3046\u60b2\u5287\u7684\u306a\u30cb\u30e5\u30fc\u30b9\u306b\u30b7\u30e7\u30c3\u30af\u3092\u53d7\u3051\u307e\u3057\u305f\u3002 \u3053\u306e\u56f0\u96e3\u306a\u6642\u671f\u306b\u72a0\u7272\u8005\u3068\u305d\u306e\u5bb6\u65cf\u306b\u6df1\u3044\u54c0\u60bc\u306e\u610f\u3092\u8868\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306f\u3001\u4e8b\u6545\u3067\u6df1\u3044\u60b2\u3057\u307f\u3092\u62b1\u3048\u305f\u65b9\u3005\u3092\u8ffd\u60bc\u3057\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u6d1e\u5bdf\u3092\u901a\u3058\u3066\u822a\u7a7a\u6a5f\u4e8b\u6545\u3092\u5206\u6790\u3057\u3001\u6559\u8a13\u3092\u5f97\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u4e00\u7dd2\u306b\u632f\u308a\u8fd4\u308a\u3001\u5b66\u3073\u3001\u3088\u308a\u5b89\u5168\u306a\u672a\u6765\u3092\u5275\u9020\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u3044\u3046\u9858\u3044\u3092\u8fbc\u3081\u3066\u8a18\u4e8b\u3092\u66f8\u304d\u307e\u3059\u3002<\/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\n<h2 class=\"wp-block-heading\">\u822a\u7a7a\u6a5f\u4e8b\u6545\u30c7\u30fc\u30bf\u306e\u6982\u8981<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u4f7f\u7528\u3057\u305f <strong>Kaggle\u822a\u7a7a\u6a5f\u4e8b\u6545\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong>\u306f\u3001\u822a\u7a7a\u4e8b\u6545\u306b\u95a2\u9023\u3059\u308b\u69d8\u3005\u306a\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3084\u5b89\u5168\u6027\u5411\u4e0a\u7814\u7a76\u306e\u305f\u3081\u306e\u91cd\u8981\u306a\u8cc7\u6599\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e3b\u306a\u7279\u5fb4\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u540d\u306f <strong>\u822a\u7a7a\u4e8b\u6545\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u6982\u8981<\/strong> \u3068\u3057\u3066\u3001 <strong>\u7c73\u56fdNational Transportation Safety Board (NTSB)<\/strong>\u306e\u822a\u7a7a\u4e8b\u6545\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u3082\u3068\u306b\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u53c2\u8003\u307e\u3067\u306b\u3001\u8a73\u7d30\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5185\u5bb9\u306f <a href=\"https:\/\/www.kaggle.com\/datasets\/khsamaha\/aviation-accident-database-synopses\" target=\"_blank\" rel=\"noopener\">Kaggle\u306e\u822a\u7a7a\u4e8b\u6545\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u3042\u3089\u307e\u3057<\/a> \u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Kaggle\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6982\u8981\u6982\u8981<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u9805\u76ee<\/strong><\/th><th class=\"has-text-align-left\" data-align=\"left\"><strong>\u8aac\u660e<\/strong><\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u540d<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u822a\u7a7a\u4e8b\u6545\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u6982\u8981<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u51fa\u5178<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7c73\u56fdNTSB(National Transportation Safety Board)<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u30e9\u30a4\u30bb\u30f3\u30b9<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">CC0 1.0 \u30e6\u30cb\u30d0\u30fc\u30b5\u30eb<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u4e3b\u306a\u5217<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">&#8211; <code>Event_Date<\/code>: \u4e8b\u6545\u767a\u751f\u65e5<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-left\" data-align=\"left\">&#8211; <code>\u6240\u5728\u5730<\/code>, <code>\u56fd\u540d<\/code>\u4e8b\u6545\u4f4d\u7f6e : \u4e8b\u6545\u4f4d\u7f6e<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-left\" data-align=\"left\">&#8211; <code>Broad.phase.of.flight<\/code>\u904b\u822a\u6bb5\u968e : \u904b\u822a\u6bb5\u968e<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-left\" data-align=\"left\">&#8211; <code>\u5929\u6c17.\u30b3\u30f3\u30c7\u30a3\u30b7\u30e7\u30f3<\/code>\u6c17\u8c61\u6761\u4ef6 : \u6c17\u8c61\u6761\u4ef6<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-left\" data-align=\"left\">&#8211; <code>\u5408\u8a08.\u6b7b\u4ea1.\u8ca0\u50b7\u8005\u6570<\/code>\u6b7b\u4ea1\u8005\u6570<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-left\" data-align=\"left\">&#8211; <code>Probable_Cause<\/code>\u4e8b\u6545\u539f\u56e0 : \u4e8b\u6545\u539f\u56e0<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u4f7f\u7528\u76ee\u7684<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">- \u4e8b\u6545\u50be\u5411\u5206\u6790\u3001\u6280\u8853\u6539\u5584\u3001\u653f\u7b56\u958b\u767a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7279\u5fb4<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e8b\u6545\u767a\u751f\u6642\u671f\u3068\u5834\u6240<\/strong>\u4e8b\u6545\u5e74\u3084\u5834\u6240\u5225\u306b\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3057\u3001\u30d1\u30bf\u30fc\u30f3\u5206\u6790\u304c\u53ef\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u904b\u822a\u6bb5\u968e\u5225\u4e8b\u6545<\/strong>\u7279\u5b9a\u306e\u6bb5\u968e(\u4f8b\u3048\u3070\u3001\u7740\u9678\u3001\u96e2\u9678)\u306b\u304a\u3051\u308b\u4e8b\u6545\u50be\u5411\u306e\u628a\u63e1\u3002<\/li>\n\n\n\n<li><strong>\u88ab\u5bb3\u898f\u6a21<\/strong>\u6b7b\u4ea1\u8005\u3001\u8ca0\u50b7\u8005\u3001\u751f\u5b58\u8005\u6570\u3092\u901a\u3058\u3066\u4e8b\u6545\u306e\u91cd\u5927\u5ea6\u3092\u8a55\u4fa1\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u822a\u7a7a\u6a5f\u4e8b\u6545\u3092\u5206\u6790\u3057\u3001\u65c5\u5ba2\u6a5f\u4e8b\u6545\u306e\u3088\u3046\u306a\u5927\u60e8\u4e8b\u3092\u9632\u3050\u305f\u3081\u306e\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Python\u306e\u53ef\u8996\u5316\u3067\u822a\u7a7a\u6a5f\u4e8b\u6545\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"http:\/\/python.org\" target=\"_blank\" rel=\"noopener\">\u30d1\u30a4\u30bd\u30f3<\/a>\u306f\u3001\u7814\u7a76\u8005\u3084\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u3067\u6d1e\u5bdf\u3092\u767a\u898b\u3059\u308b\u306e\u3092\u652f\u63f4\u3059\u308b\u6c4e\u7528\u6027\u306e\u9ad8\u3044\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3059\u3002Python\u306e\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3067\u822a\u7a7a\u6a5f\u4e8b\u6545\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u653f\u7b56\u6c7a\u5b9a\u3084\u6280\u8853\u7684\u6539\u5584\u306e\u305f\u3081\u306e\u30d1\u30bf\u30fc\u30f3\u3084\u7570\u5e38\u5024\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306f\u3001\u822a\u7a7a\u6a5f\u4e8b\u6545\u30c7\u30fc\u30bf\u3092Python\u3067\u53ef\u8996\u5316\u3057\u305f\u30b3\u30fc\u30c9\u30b9\u30cb\u30da\u30c3\u30c8\u3067\u3059\u3002 \u3053\u306e\u5206\u6790\u306f\u3001\u6700\u8fd1\u306e\u6e08\u5dde\u822a\u7a7a\u4e8b\u6545\u306e\u3088\u3046\u306a\u60e8\u4e8b\u306b\u8ca2\u732e\u3057\u305f\u53ef\u80fd\u6027\u306e\u3042\u308b\u50be\u5411\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u30b3\u30fc\u30c9\u304c\u9577\u3044\u3067\u3059\u304c\u3001\u6700\u5f8c\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u306e\u30b3\u30fc\u30c9\u8a73\u7d30\u89e3\u8aac\u3067\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Kaggle API\u8a2d\u5b9a\u3068\u30c7\u30fc\u30bf\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\npip install kaggle -q # Kaggle\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nimport os\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport plotly.express as px\n\n# Kaggle API key\u8a2d\u5b9a\nos.environ['KAGGLE_CONFIG_DIR'] = '\/content' # \u73fe\u5728\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002\nchmod 600 \/content\/kaggle.json # \u6a29\u9650\u306e\u8a2d\u5b9a\n\n# Kaggle\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\n!kaggle datasets download -d khsamaha\/aviation-accident-database-synopses -p \/content\/aviation_data --unzip\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\nfile_path = \"\/content\/aviation_data\/AviationData.csv\"\ndf = pd.read_csv(file_path, encoding='ISO-8859-1', low_memory=False)\n\n# \u5217\u540d\u306e\u78ba\u8a8d\u53ca\u3073\u4fee\u6b63\ndf.rename(columns={\"Event Date\"\uff1a\"Event_Date\", \"Broad.phase.of.flight\"\uff1a\"Phase_of_Flight\"}, inplace=True)\n\n# \u65e5\u4ed8\u306e\u5909\u63db\u3068\u5e74\u53f7\u306e\u751f\u6210\ndf.rename(columns={'Event.Date': 'Event_Date'}, inplace=True)\ndf['Event_Date'] = pd.to_datetime(df['Event_Date'], errors='coerce')\ndf['Year'] = df['Event_Date'].dt.year\n\n#\u6b20\u6e2c\u5024\u306e\u3042\u308b\u884c\u3092\u524a\u9664\u3059\u308b\ndf = df.dropna(subset=['Phase_of_Flight'])\n\n# \u904b\u822a\u6bb5\u968e\u5225\u4e8b\u6545\u4ef6\u6570\u3092\u8a08\u7b97\u3059\u308b\u3002\nphase_counts = (\n    df.groupby(['Phase_of_Flight', 'Year'])\n    .size()\n    .reset_index(name='count')\n)\n\n# matplotlib\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u30d5\u30a9\u30f3\u30c8\u8a2d\u5b9a (\u8b66\u544a\u56de\u907f)\nplt.rcParams['font.family'] = 'DejaVu Sans' # Colab\u3067\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u308b\u30d5\u30a9\u30f3\u30c8\n\n# 1.Total accidents by phase of flight (Bar Chart)\nplt.figure(figsize=(12, 6))\ntotal_by_phase = phase_counts.groupby('Phase_of_Flight')['count'].sum().sort_values()\nsns.barplot(x=total_by_phase.values, y=total_by_phase.index, palette='viridis')\nplt.title('\u98db\u884c\u30d5\u30a7\u30fc\u30ba\u5225\u4e8b\u6545\u7dcf\u6570')\nplt.xlabel('\u4e8b\u6545\u4ef6\u6570')\nplt.ylabel('Phase of Flight')\nplt.tight_layout()\nplt.show()\n\n# 2.\u98db\u884c\u6bb5\u968e\u5225\u5e74\u9593\u4e8b\u6545\u767a\u751f\u6570\u306e\u63a8\u79fb\uff08\u6298\u308c\u7dda\u30b0\u30e9\u30d5\uff09\nplt.figure(figsize=(15, 8))\nphase_counts['Phase_of_Flight']\u306e\u30d5\u30a7\u30fc\u30ba\u3092phase_counts['Phase_of_Flight'].unique()\uff1a\n    phase_data = phase_counts[phase_counts['Phase_of_Flight'] == phase].\n    plt.plot(phase_data['Year'], phase_data['count'], marker='o', label=phase)\n\nplt.title('\u98db\u884c\u30d5\u30a7\u30fc\u30ba\u5225\u5e74\u9593\u4e8b\u6545\u63a8\u79fb')\nplt.xlabel('Year')\nplt.ylabel('\u4e8b\u6545\u4ef6\u6570')\nplt.legend(bbox_to_anchor=(1.05, 1), loc='\u5de6\u4e0a')\nplt.grid(True, alpha=0.3)\nplt.tight_layout()\nplt.show()\n\n# 3.\u4e8b\u6545\u767a\u751f\u306e\u5e74\u5225\u30fb\u98db\u884c\u30d5\u30a7\u30fc\u30ba\u5225\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\npivot_data = phase_counts.pivot(index='Phase_of_Flight', columns='Year', values='count')\nplt.figure(figsize=(15, 8))\nsns.heatmap(pivot_data, cmap='viridis', cbar_kws={'label': 'Number of Accidents'})\nplt.title('\u5e74\u5225\u30fb\u98db\u884c\u6bb5\u968e\u5225\u4e8b\u6545\u4ef6\u6570\uff08\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\uff09')\nplt.xlabel('Year')\nplt.ylabel('Phase of Flight')\nplt.tight_layout()\nplt.show()\n\n# 4.\u98db\u884c\u6bb5\u968e\u5225\u4e8b\u6545\u5272\u5408\uff08\u904e\u53bb10\u5e74\u9593 - \u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u5186\u30b0\u30e9\u30d5\uff09\nmax_year = df['Year'].max()\nrecent_data = df[df['Year'] &gt;= max_year - 10].\nrecent_counts = (\n    recent_data.groupby('Phase_of_Flight')\n    .size()\n    .reset_index(name='count')\n)\nrecent_counts['percentage'] = recent_counts['count'] \/ recent_counts['count'].sum() * 100\n\nfig = px.pie(\n    recent_counts\u3001\n    values='percentage'\u3001\n    names='Phase_of_Flight'\u3001\n    title='\u98db\u884c\u6bb5\u968e\u5225\u4e8b\u6545\u306e\u5272\u5408(\u904e\u53bb10\u5e74)'\u3001\n    color_discrete_sequence=px.colors.sequential.Viridis.\n)\nfig.show()\n\n# 5.\u6708\u5225\u306e\u4e8b\u6545\u30d1\u30bf\u30fc\u30f3\uff08\u6298\u308c\u7dda\u30b0\u30e9\u30d5\uff09\ndf['Month'] = df['Event_Date'].dt.month\nmonthly_accidents = (\n    df.groupby(['Phase_of_Flight', 'Month'])\n    .size()\n    .reset_index(name='count')\n)\n\nplt.figure(figsize=(15, 8))\nsns.lineplot(data=monthly_accidents, x='Month', y='count'\u3001\n             hue='Phase_of_Flight', marker='o')\nplt.title('\u6bce\u6708\u306e\u98db\u884c\u6bb5\u968e\u5225\u4e8b\u6545\u30d1\u30bf\u30fc\u30f3')\nplt.xlabel('Month')\nplt.ylabel('\u4e8b\u6545\u4ef6\u6570')\nplt.grid(True, alpha=0.3)\nplt.tight_layout()\nplt.show()\n\n# \u57fa\u672c\u7d71\u8a08\u51fa\u529b\nsummary_stats = (\n    phase_counts.groupby('Phase_of_Flight')\n    .agg({'count': ['mean', 'std', 'min', 'max']})\n    .round(2)\n)\nprint(\"\\n=== \u98db\u884c\u6bb5\u968e\u5225\u4e8b\u6545\u306e\u6982\u8981\u7d71\u8a08 ===\")\nprint(summary_stats)\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u5206\u6790\u3068\u6d1e\u5bdf\u306e\u5c0e\u51fa<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">1.\u98db\u884c\u6bb5\u968e\u5225\u4e8b\u6545\u4ef6\u6570\u5408\u8a08\uff08\u68d2\u30b0\u30e9\u30d5\uff09<\/h4>\n\n\n<style>.kb-image4239_e7e142-19 .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-image4239_e7e142-19 img.kb-img, .kb-image4239_e7e142-19 .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-image4239_e7e142-19\"><figure class=\"aligncenter size-medium_large\"><img decoding=\"async\" width=\"768\" height=\"381\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-5-768x381.jpg\" alt=\"\ud56d\uacf5\uae30 \uc0ac\uace0 \ub9c9\ub300\uadf8\ub798\ud504 \uc774\ubbf8\uc9c0\" class=\"kb-img wp-image-4240\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-5-768x381.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-5-300x149.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-5-600x298.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-5-18x9.jpg 18w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-5.jpg 1188w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89e3\u91c8: \u307b\u3068\u3093\u3069\u306e\u4e8b\u6545\u306f <code>\u7740\u9678<\/code>(\u7740\u9678\uff09\u3068 <code>\u96e2\u9678<\/code>(\u96e2\u9678)\u6bb5\u968e\u3067\u767a\u751f\u3057\u3001\u3053\u308c\u306f\u822a\u7a7a\u904b\u822a\u306b\u304a\u3044\u3066\u6700\u3082\u91cd\u8981\u306a\u6bb5\u968e\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u6bd4\u8f03\u7684 <code>\u305d\u306e\u4ed6<\/code>, <code>\u4e0d\u660e<\/code>\u304a\u3088\u3073 <code>\u30b9\u30bf\u30f3\u30c7\u30a3\u30f3\u30b0<\/code> \u6bb5\u968e\u3067\u306f\u4e8b\u6545\u983b\u5ea6\u306f\u975e\u5e38\u306b\u4f4e\u3044\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b5\u30a4\u30c8\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7740\u9678\u3068\u96e2\u9678\u306e\u6bb5\u968e\u306f\u3001\u30d1\u30a4\u30ed\u30c3\u30c8\u3068\u7ba1\u5236\u5b98\u306e\u9023\u643a\u3001\u822a\u7a7a\u6a5f\u306e\u6027\u80fd\u3001\u6c17\u8c61\u6761\u4ef6\u306a\u3069\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3059\u308b\u305f\u3081\u3001\u5b89\u5168\u5bfe\u7b56\u304c\u91cd\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>\u30af\u30eb\u30fc\u30ba<\/code> \u6bb5\u968e\u306f\u9ad8\u5ea6\u7dad\u6301\u3068\u5b89\u5b9a\u3057\u305f\u72b6\u614b\u3067\u3059\u304c\u3001\u4e8b\u6545\u767a\u751f\u7387\u304c3\u756a\u76ee\u306b\u9ad8\u304f\u3001\u3053\u306e\u533a\u9593\u3067\u3082\u6539\u5584\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2.\u98db\u884c\u6bb5\u968e\u5225\u5e74\u9593\u4e8b\u6545\u63a8\u79fb\uff08\u6298\u308c\u7dda\u30b0\u30e9\u30d5\uff09<\/h4>\n\n\n<style>.kb-image4239_6f8d1b-47 .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-image4239_6f8d1b-47 img.kb-img, .kb-image4239_6f8d1b-47 .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-image4239_6f8d1b-47\"><figure class=\"aligncenter size-medium_large\"><img decoding=\"async\" width=\"768\" height=\"406\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-6-768x406.jpg\" alt=\"\ud56d\uacf5\uae30 \uc0ac\uace0 \ub77c\uc778\uadf8\ub798\ud504 \uc774\ubbf8\uc9c0\" class=\"kb-img wp-image-4241\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-6-768x406.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-6-300x159.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-6-600x318.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-6-18x10.jpg 18w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-6.jpg 1200w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89e3\u91c8\uff1a\u5168\u4f53\u7684\u306a\u4e8b\u6545\u306f\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u6e1b\u5c11\u3059\u308b\u50be\u5411\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002 \u7279\u306b <code>\u30af\u30eb\u30fc\u30ba<\/code>\u3068 <code>\u7740\u9678<\/code>\u3067\u4e8b\u6545\u306e\u6e1b\u5c11\u304c\u9855\u8457\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b5\u30a4\u30c8\uff1a\n<ul class=\"wp-block-list\">\n<li>\u822a\u7a7a\u6a5f\u6280\u8853\u306e\u9032\u6b69\u3001\u898f\u5236\u306e\u5f37\u5316\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u6539\u5584\u304c\u4e3b\u306a\u539f\u56e0\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u7279\u5b9a\u306e\u5e74\u306b\u6025\u5897\u3059\u308b\u4e8b\u6545\u306f\u3001\u305d\u306e\u5e74\u306e\u51fa\u6765\u4e8b\u3084\u7279\u5b9a\u306e\u6280\u8853\u7684\u30fb\u74b0\u5883\u7684\u8981\u56e0\u306b\u95a2\u9023\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.\u5e74\u5225\u30fb\u98db\u884c\u30d5\u30a7\u30fc\u30ba\u5225\u4e8b\u6545\u30d2\u30fc\u30c8\u30de\u30c3\u30d7<\/h4>\n\n\n<style>.kb-image4239_5ba1f0-dc .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-image4239_5ba1f0-dc img.kb-img, .kb-image4239_5ba1f0-dc .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-image4239_5ba1f0-dc\"><figure class=\"aligncenter size-medium_large\"><img decoding=\"async\" width=\"768\" height=\"440\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-7-768x440.jpg\" alt=\"\ud56d\uacf5\uae30 \uc0ac\uace0 \ud788\ud2b8\ub9f5 \uc774\ubbf8\uc9c0\" class=\"kb-img wp-image-4242\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-7-768x440.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-7-300x172.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-7-600x344.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-7-18x10.jpg 18w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-7.jpg 1200w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89e3\u91c8: \u7740\u9678(<code>\u7740\u9678<\/code>)\u3068\u96e2\u9678(<code>\u96e2\u9678<\/code>)\u6bb5\u968e\u3067\u306f\u3001\u5168\u5e74\u5ea6\u306b\u6e21\u3063\u3066\u9ad8\u3044\u4e8b\u6545\u983b\u5ea6\u304c\u89b3\u5bdf\u3055\u308c\u307e\u3059\u3002 \u7279\u5b9a\u306e\u5e74\u5ea6\u306e <code>\u30a2\u30d7\u30ed\u30fc\u30c1<\/code>\u3068 <code>\u30af\u30eb\u30fc\u30ba<\/code> \u6bb5\u968e\u3067\u306e\u4e8b\u6545\u3082\u76ee\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b5\u30a4\u30c8\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7740\u9678\u3068\u96e2\u9678\u306e\u6bb5\u968e\u306f\u7d99\u7d9a\u7684\u306b\u9ad8\u30ea\u30b9\u30af\u533a\u9593\u3068\u3057\u3066\u5206\u985e\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7279\u5b9a\u306e\u5e74\u306b\u96c6\u4e2d\u3057\u3066\u3044\u308b\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u5b63\u7bc0\u7684\u3001\u5730\u57df\u7684\u3001\u307e\u305f\u306f\u904b\u7528\u4e0a\u306e\u8981\u56e0\u304c\u95a2\u4fc2\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4.\u98db\u884c\u6bb5\u968e\u5225\u4e8b\u6545\u767a\u751f\u5272\u5408\uff08\u904e\u53bb10\u5e74 - \u5186\u30b0\u30e9\u30d5\uff09<\/h4>\n\n\n<style>.kb-image4239_735e79-5f .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-image4239_735e79-5f img.kb-img, .kb-image4239_735e79-5f .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-image4239_735e79-5f\"><figure class=\"aligncenter size-medium_large\"><img decoding=\"async\" width=\"768\" height=\"444\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-8-768x444.jpg\" alt=\"\ud56d\uacf5\uae30 \uc0ac\uace0 \ud30c\uc774\ucc28\ud2b8 \uc774\ubbf8\uc9c0\" class=\"kb-img wp-image-4243\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-8-768x444.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-8-300x173.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-8-600x347.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-8-18x10.jpg 18w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-8.jpg 798w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89e3\u91c8: \u6700\u8fd110\u5e74\u9593\u306e\u4e8b\u6545\u306e\u5272\u5408\u306f <code>\u7740\u9678<\/code>\u304c\u6700\u3082\u9ad8\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3001 <code>\u96e2\u9678<\/code>\u3068 <code>\u30af\u30eb\u30fc\u30ba<\/code>\u304c\u7d9a\u304d\u307e\u3059\u3002\u6b8b\u308a\u306e\u6bb5\u968e\u3067\u306f\u6bd4\u8f03\u7684\u4f4e\u3044\u5272\u5408\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b5\u30a4\u30c8\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7740\u9678\u3068\u96e2\u9678\u306e\u6bb5\u968e\u3067\u306f\u3001\u4e8b\u6545\u9632\u6b62\u5bfe\u7b56\u3092\u3055\u3089\u306b\u5f37\u5316\u3059\u308b\u5fc5\u8981\u6027\u3092\u793a\u5506\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>\u30af\u30eb\u30fc\u30ba<\/code> \u6bb5\u968e\u306e\u4e8b\u6545\u3082\u4f9d\u7136\u3068\u3057\u3066\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u6280\u8853\u7684\u306a\u554f\u984c\uff08\u4f8b\uff1a\u30a8\u30f3\u30b8\u30f3\u6545\u969c\uff09\u306a\u3069\u306e\u539f\u56e0\u3092\u5206\u6790\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5.\u98db\u884c\u6bb5\u968e\u5225\u6708\u6b21\u4e8b\u6545\u30d1\u30bf\u30fc\u30f3\uff08\u6298\u308c\u7dda\u30b0\u30e9\u30d5\uff09<\/h4>\n\n\n<style>.kb-image4239_00cbc5-6e .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-image4239_00cbc5-6e img.kb-img, .kb-image4239_00cbc5-6e .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-image4239_00cbc5-6e\"><figure class=\"aligncenter size-medium_large\"><img decoding=\"async\" width=\"768\" height=\"408\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-9-768x408.jpg\" alt=\"\ud56d\uacf5\uae30 \uc0ac\uace0 \ub77c\uc778\ucc28\ud2b8 \uc774\ubbf8\uc9c02\" class=\"kb-img wp-image-4244\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-9-768x408.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-9-300x159.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-9-600x319.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-9-18x10.jpg 18w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-9.jpg 1200w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89e3\u91c8\uff1a <code>\u7740\u9678<\/code>\u305d\u3057\u3066 <code>\u96e2\u9678<\/code> \u6bb5\u968e\u3067\u3001\u590f\u5b63\uff086\u6708\uff5e8\u6708\uff09\u306b\u4e8b\u6545\u4ef6\u6570\u304c\u5897\u52a0\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u590f\u5b63\u306e\u822a\u7a7a\u6a5f\u904b\u822a\u306e\u5897\u52a0\u304c\u95a2\u4fc2\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b5\u30a4\u30c8\uff1a\n<ul class=\"wp-block-list\">\n<li>\u590f\u5b63\u306f\u822a\u7a7a\u6a5f\u306e\u904b\u822a\u91cf\u304c\u5897\u52a0\u3059\u308b\u305f\u3081\u3001\u4e8b\u6545\u767a\u751f\u306e\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5b63\u7bc0\u7684\u306a\u5f71\u97ff\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306b\u3001\u8ffd\u52a0\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5f37\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">6.\u98db\u884c\u6bb5\u968e\u5225\u4e8b\u6545\u7d71\u8a08\u306e\u6982\u8981\u7d71\u8a08<\/h4>\n\n\n<style>.kb-image4239_f35162-8e .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-image4239_f35162-8e img.kb-img, .kb-image4239_f35162-8e .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-image4239_f35162-8e\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"499\" height=\"317\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-10.jpg\" alt=\"\ud56d\uacf5\uae30 \uc0ac\uace0 \uc694\uc57d \ud1b5\uacc4 \uc774\ubbf8\uc9c0\" class=\"kb-img wp-image-4245\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-10.jpg 499w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-10-300x191.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/12\/image-3-10-18x12.jpg 18w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/><\/figure><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89e3\u91c8\uff1a <code>\u7740\u9678<\/code> \u6bb5\u968e\u306f\u5e73\u5747\u4e8b\u6545\u4ef6\u6570(593.38)\u304c\u6700\u3082\u9ad8\u304f\u3001\u6a19\u6e96\u504f\u5dee(129.93)\u3082\u5927\u304d\u304f\u3001\u6700\u5927\u5024(472)\u3067\u9ad8\u3044\u5909\u52d5\u6027\u3092\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b5\u30a4\u30c8\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7740\u9678\u6bb5\u968e\u3067\u306e\u4e8b\u6545\u4ef6\u6570\u306f\u591a\u69d8\u306b\u767a\u751f\u3057\u3001\u3053\u308c\u306f\u6761\u4ef6\uff08\u5929\u5019\u3001\u30d1\u30a4\u30ed\u30c3\u30c8\u306e\u719f\u7df4\u5ea6\u306a\u3069\uff09\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5f71\u97ff\u3055\u308c\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u96e2\u9678(<code>\u96e2\u9678<\/code>)\u3068\u7740\u9678\u6bb5\u968e\u306e\u6a19\u6e96\u5316\u3055\u308c\u305f\u624b\u9806\u306e\u9075\u5b88\u304c\u4e8b\u6545\u3092\u6e1b\u3089\u3059\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7dcf\u5408\u30a4\u30f3\u30b5\u30a4\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7740\u9678\u3068\u96e2\u9678\u6bb5\u968e\u306e\u96c6\u4e2d\u6539\u5584<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u306f\u3001\u7740\u9678\u3068\u96e2\u9678\u306e\u6bb5\u968e\u3067\u4e8b\u6545\u304c\u96c6\u4e2d\u7684\u306b\u767a\u751f\u3059\u308b\u3053\u3068\u3092\u660e\u78ba\u306b\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30d1\u30a4\u30ed\u30c3\u30c8\u8a13\u7df4\u306e\u5f37\u5316\u3068\u822a\u7a7a\u6a5f\u306e\u72b6\u614b\u70b9\u691c\u3092\u3088\u308a\u5fb9\u5e95\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5b63\u7bc0\u7684\u8981\u56e0\u306e\u5206\u6790\u304c\u5fc5\u8981<\/strong>: \u590f\u5b63\u306e\u4e8b\u6545\u5897\u52a0\u3092\u8003\u616e\u3057\u3001\u5b63\u7bc0\u7684\u306a\u4e88\u9632\u63aa\u7f6e\u3092\u5f37\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7d99\u7d9a\u7684\u306a\u6280\u8853\u5411\u4e0a\u304c\u5fc5\u8981<\/strong>: <code>\u30af\u30eb\u30fc\u30ba<\/code> \u6bb5\u968e\u306e\u3088\u3046\u306a\u9577\u8ddd\u96e2\u904b\u822a\u533a\u9593\u3067\u306e\u6280\u8853\u7684\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u7814\u7a76\u3068\u6295\u8cc7\u304c\u91cd\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7279\u5b9a\u306e\u5e74\/\u6bb5\u968e\u306e\u30c7\u30fc\u30bf\u3092\u8a73\u7d30\u306b\u5206\u6790<\/strong>: \u7279\u5b9a\u306e\u5e74\u306b\u96c6\u4e2d\u3057\u305f\u4e8b\u6545\u3092\u5206\u6790\u3057\u3001\u822a\u7a7a\u6a5f\u306e\u6a5f\u7a2e\u3001\u904b\u7528\u624b\u9806\u3001\u5916\u90e8\u8981\u56e0\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b\u3053\u3068\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">Python\u30b3\u30fc\u30c9\u306e\u8a73\u7d30\u89e3\u8aac<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u30a4\u30f3\u30dd\u30fc\u30c8<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install kaggle -q # Kaggle\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\nimport os\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot \u3092 plt \u3068\u3057\u3066\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002\nimport plotly.express as px<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002Kaggle API\u3092\u4f7f\u3046\u305f\u3081kaggle\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3084\u53ef\u8996\u5316\u306e\u305f\u3081\u306epandas, seaborn, matplotlib, plotly\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Kaggle API\u8a2d\u5b9a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>os.environ['KAGGLE_CONFIG_DIR'] = '\/content' # \u73fe\u5728\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002\nchmod 600 \/content\/kaggle.json # \u6a29\u9650\u306e\u8a2d\u5b9a<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Kaggle API\u3092\u4f7f\u3046\u305f\u3081\u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\u3057\u3001API\u30ad\u30fc\u30d5\u30a1\u30a4\u30eb(kaggle.json)\u306e\u6a29\u9650\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3068\u8aad\u307f\u8fbc\u307f<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>!kaggle datasets download -d khsamaha\/aviation-accident-database-synopses -p \/content\/aviation_data --unzip\n\nfile_path = \"\/content\/aviation_data\/AviationData.csv\"\ndf = pd.read_csv(file_path, encoding='ISO-8859-1', low_memory=False)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Kaggle API\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u89e3\u51cd\u3057\u307e\u3059\u3002 \u305d\u306e\u5f8c\u3001pandas\u3092\u4f7f\u7528\u3057\u3066CSV\u30d5\u30a1\u30a4\u30eb\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30c7\u30fc\u30bf\u524d\u51e6\u7406<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>df.rename(columns={\"Event Date\"\uff1a\"Event_Date\", \"Broad.phase.of.flight\"\uff1a\"Phase_of_Flight\"}, inplace=True)\ndf['Event_Date'] = pd.to_datetime(df['Event_Date'], errors='coerce')\ndf['Year'] = df['Event_Date'].dt.year\ndf = df.dropna(subset=['Phase_of_Flight'])<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5217\u540d\u3092\u5909\u66f4\u3057\u3001\u65e5\u4ed8\u30c7\u30fc\u30bf\u3092datetime\u5f62\u5f0f\u306b\u5909\u63db\u3057\u307e\u3059\u3002 Year\u300d\u5217\u3092\u8ffd\u52a0\u3057\u3001\u6b20\u6e2c\u5024\u304c\u3042\u308b\u884c\u3092\u524a\u9664\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30c7\u30fc\u30bf\u96c6\u8a08<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>phase_counts = (\n    df.groupby(['Phase_of_Flight', 'Year'])\n    .size()\n    .reset_index(name='count')\n)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u904b\u822a\u6bb5\u968e\u3068\u5e74\u5ea6\u5225\u306b\u4e8b\u6545\u4ef6\u6570\u3092\u96c6\u8a08\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Python\u306e\u53ef\u8996\u5316<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u904b\u822a\u6bb5\u968e\u5225\u7dcf\u4e8b\u6545\u4ef6\u6570(<a href=\"https:\/\/secondlife.lol\/ja\/categorical-barplot-python\/\" data-type=\"post\" data-id=\"4041\">\u68d2\u30b0\u30e9\u30d5<\/a>)<\/li>\n\n\n\n<li>\u904b\u822a\u6bb5\u968e\u5225\u5e74\u9593\u4e8b\u6545\u52d5\u5411(<a href=\"https:\/\/secondlife.lol\/ja\/python-visualization-dual-axis-chart-guide\/\" data-type=\"post\" data-id=\"4097\">\u6298\u308c\u7dda\u30b0\u30e9\u30d5<\/a>)<\/li>\n\n\n\n<li>\u5e74\u5ea6\u30fb\u904b\u822a\u6bb5\u968e\u5225\u4e8b\u6545\u30d2\u30fc\u30c8\u30de\u30c3\u30d7<\/li>\n\n\n\n<li>\u6700\u8fd110\u5e74\u9593\u306e\u904b\u822a\u6bb5\u968e\u5225\u4e8b\u6545\u7387(\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u30d1\u30a4\u30c1\u30e3\u30fc\u30c8)<\/li>\n\n\n\n<li>\u6708\u5225\u4e8b\u6545\u30d1\u30bf\u30fc\u30f3\uff08\u6298\u308c\u7dda\u30b0\u30e9\u30d5\uff09<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5404\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u3057\u3066\u9069\u5207\u306a\u30b0\u30e9\u30d5\u30bf\u30a4\u30d7\u3092\u9078\u629e\u3057\u3001matplotlib, seaborn, plotly\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u57fa\u672c\u7d71\u8a08\u51fa\u529b<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>summary_stats = (\n    phase_counts.groupby('Phase_of_Flight')\n    .agg({'count': ['mean', 'std', 'min', 'max']})\n    .round(2)\n)\nprint(\"\\n=== \u98db\u884c\u6bb5\u968e\u5225\u4e8b\u6545\u306e\u6982\u8981\u7d71\u8a08 ===\")\nprint(summary_stats)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u904b\u822a\u6bb5\u968e\u5225\u306e\u4e8b\u6545\u4ef6\u6570\u306e\u57fa\u672c\u7d71\u8a08(\u5e73\u5747\u3001\u6a19\u6e96\u504f\u5dee\u3001\u6700\u5c0f\u5024\u3001\u6700\u5927\u5024)\u3092\u8a08\u7b97\u3057\u3066\u51fa\u529b\u3057\u307e\u3059\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u6574\u7406\u3059\u308b - \u6e08\u5dde\u822a\u7a7a\u4e8b\u6545\u306e\u54c0\u60bc\u3068\u8b66\u6212<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6e08\u5dde\u822a\u7a7a\u4e8b\u6545\u306f\u672c\u5f53\u306b\u80f8\u304c\u75db\u3080\u822a\u7a7a\u4e8b\u6545\u3067\u3059\u3002\u5168\u56fd\u6c11\u304c\u60bc\u3080\u3079\u304d\u3067\u3042\u308a\u3001\u305d\u308c\u3068\u540c\u6642\u306b\u539f\u56e0\u5206\u6790\u3068\u5bfe\u7b56\u3082\u5fb9\u5e95\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3067\u3057\u3087\u3046\u3002 \u307e\u305f\u3001\u4eca\u56de\u306e\u60e8\u4e8b\u304c\u653f\u6cbb\u7684\u306b\u5229\u7528\u3055\u308c\u306a\u3044\u3088\u3046\u306b\u3001\u79c1\u305f\u3061\u5168\u54e1\u304c\u76ee\u899a\u3081\u305f\u7cbe\u795e\u3067\u898b\u5b88\u3089\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Python\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30ea\u30b9\u30af\u3092\u7279\u5b9a\u3057\u3001\u547d\u3092\u6551\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u60b2\u5287\u3092\u60bc\u307f\u3001\u3088\u308a\u5b89\u5168\u306a\u7a7a\u3092\u4f5c\u308b\u305f\u3081\u306b\u306f\u3001\u56fd\u6c11\u306e\u95a2\u5fc3\u304c\u5fc5\u8981\u3067\u3059\u3002\u4eca\u56de\u306e\u822a\u7a7a\u6a5f\u4e8b\u6545\u30c7\u30fc\u30bf\u5206\u6790\u306f\u3001\u305d\u306e\u305f\u3081\u306e\u5c0f\u3055\u306a\u4e00\u6b69\u3068\u306a\u308b\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>2024\ub144 12\uc6d4 29\uc77c \uc6b0\ub9ac\ub294 \uc81c\uc8fc\ud56d\uacf5 \uc0ac\uace0\ub77c\ub294 \ube44\uadf9\uc801\uc778 \uc18c\uc2dd\uc5d0 \ucda9\uaca9\uc744 \ubc1b\uc558\uc2b5\ub2c8\ub2e4&#8230;.<\/p>","protected":false},"author":3,"featured_media":4247,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[3],"tags":[684,686,688,500,682,685,689,687,683],"class_list":["post-4239","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python-coding","tag-684","tag-686","tag-688","tag-500","tag-682","tag-685","tag-689","tag-687","tag-683"],"taxonomy_info":{"category":[{"value":3,"label":"\ud30c\uc774\uc36c(Python)"}],"post_tag":[{"value":684,"label":"\uc81c\uc8fc\ud56d\uacf5 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