{"id":11811,"date":"2025-03-26T21:44:03","date_gmt":"2025-03-26T12:44:03","guid":{"rendered":"https:\/\/www.mamoru-kun.com\/tips\/?p=11811"},"modified":"2025-03-27T12:53:34","modified_gmt":"2025-03-27T03:53:34","slug":"st-visualization","status":"publish","type":"post","link":"https:\/\/www.mamoru-kun.com\/tips\/st-visualization\/","title":{"rendered":"\u5099\u54c1\u7ba1\u7406\u306e\u898b\u3048\u308b\u5316\u306e\u65b9\u6cd5\u306f\uff1f\u30e1\u30ea\u30c3\u30c8\u3084\u624b\u9806\u30fb\u30dd\u30a4\u30f3\u30c8\u3092\u89e3\u8aac"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_1398007937.jpg\" alt=\"\" width=\"1000\" height=\"667\" class=\"alignnone size-full wp-image-11812\" srcset=\"https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_1398007937.jpg 1000w, 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loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2557545429.jpg\" alt=\"\" width=\"1000\" height=\"667\" class=\"alignnone size-full wp-image-11814\" srcset=\"https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2557545429.jpg 1000w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2557545429-300x200.jpg 300w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2557545429-768x512.jpg 768w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2557545429-600x400.jpg 600w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2557545429-352x234.jpg 352w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2557545429-345x230.jpg 345w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2557545429-90x60.jpg 90w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><br \/>\n\u5099\u54c1\u3092\u898b\u3048\u308b\u5316\u3059\u308b\u3053\u3068\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<br 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loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2343370627.jpg\" alt=\"\" width=\"1000\" height=\"667\" class=\"alignnone size-full wp-image-11815\" srcset=\"https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2343370627.jpg 1000w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2343370627-300x200.jpg 300w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2343370627-768x512.jpg 768w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2343370627-600x400.jpg 600w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2343370627-352x234.jpg 352w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2343370627-345x230.jpg 345w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2343370627-90x60.jpg 90w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><br \/>\n\u5099\u54c1\u3092\u898b\u3048\u308b\u5316\u3059\u308b\u306b\u306f\u3001\u8a08\u753b\u7684\u306a\u624b\u9806\u3092\u8e0f\u3080\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<br \/>\n\u4ee5\u4e0b\u306e\u624b\u9806\u3092\u5b9f\u8df5\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u306a\u5099\u54c1\u7ba1\u7406\u304c\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>1.\u5099\u54c1\u7ba1\u7406\u306e\u30eb\u30fc\u30eb\u7b56\u5b9a\u30fb\u5468\u77e5<\/li>\n<li>2.\u5099\u54c1\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u3092\u6c7a\u3081\u308b<\/li>\n<li>3.\u5099\u54c1\u7ba1\u7406\u306e\u53f0\u5e33\u3092\u4f5c\u6210\u3059\u308b<\/li>\n<li>4.\u5099\u54c1\u3092\u30ab\u30c6\u30b4\u30ea\u30fc\u6bce\u306b\u5206\u985e\u3059\u308b<\/li>\n<li>5.\u5099\u54c1\u3092\u30e9\u30d9\u30ea\u30f3\u30b0\u3092\u3059\u308b<\/li>\n<li>6.\u5b9a\u671f\u7684\u306b\u68da\u5378\u3092\u3059\u308b<\/li>\n<\/ol>\n<p>\u6d41\u308c\u306b\u6cbf\u3063\u3066\u9806\u756a\u306b\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3>\u5099\u54c1\u7ba1\u7406\u306e\u30eb\u30fc\u30eb\u7b56\u5b9a\u30fb\u5468\u77e5<\/h3>\n<p>\u307e\u305a\u3001\u5099\u54c1\u7ba1\u7406\u306b\u95a2\u3059\u308b\u30eb\u30fc\u30eb\u3092\u660e\u78ba\u306b\u7b56\u5b9a\u3057\u3001\u5168\u793e\u54e1\u306b\u5468\u77e5\u3057\u307e\u3059\u3002\u30eb\u30fc\u30eb\u306b\u306f\u3001\u5099\u54c1\u306e\u4f7f\u7528\u65b9\u6cd5\u3084\u8fd4\u5374\u65b9\u6cd5\u3001\u7ba1\u7406\u8cac\u4efb\u8005\u306e\u6307\u5b9a\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5168\u54e1\u304c\u4e00\u8cab\u3057\u305f\u7ba1\u7406\u65b9\u6cd5\u3067\u5099\u54c1\u3092\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u5099\u54c1\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u3092\u6c7a\u3081\u308b<\/h3>\n<p>\u5099\u54c1\u306e\u7ba1\u7406\u306f\u3001\u62c5\u5f53\u8005\u3092\u660e\u78ba\u306b\u6c7a\u3081\u308b\u3053\u3068\u3067\u52b9\u7387\u7684\u306b\u9032\u3081\u3089\u308c\u307e\u3059\u3002\u62c5\u5f53\u8005\u304c\u5b9a\u671f\u7684\u306b\u5099\u54c1\u306e\u30c1\u30a7\u30c3\u30af\u3084\u5728\u5eab\u78ba\u8a8d\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u898b\u3048\u308b\u5316\u3092\u4fdd\u3061\u3001\u9069\u5207\u306a\u7ba1\u7406\u3092\u884c\u3046\u3053\u3068\u3082\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>\u5099\u54c1\u7ba1\u7406\u306e\u53f0\u5e33\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n<p>\u5099\u54c1\u306e\u7ba1\u7406\u53f0\u5e33\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u3069\u306e\u5099\u54c1\u304c\u3069\u306e\u5834\u6240\u306b\u3042\u308b\u306e\u304b\u3001\u307e\u305f\u305d\u306e\u4f7f\u7528\u72b6\u6cc1\u3092\u8a18\u9332\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u53f0\u5e33\u306b\u306f\u3001\u5099\u54c1\u540d\u3001\u6570\u91cf\u3001\u4f7f\u7528\u72b6\u6cc1\u3001\u4fdd\u7ba1\u5834\u6240\u306a\u3069\u306e\u60c5\u5831\u3092\u8a18\u5165\u3057\u3001\u3067\u304d\u308b\u3060\u3051\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u66f4\u65b0\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<br \/>\n\u7d19\u3067\u4f5c\u6210\u3059\u308b\u3088\u308a\u3082\u3001Excel\u3084\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3067\u4f5c\u6210\u3059\u308b\u307b\u3046\u304c\u3088\u308a\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u7121\u6599\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3084\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u306e\u3082\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3>\u5099\u54c1\u3092\u30ab\u30c6\u30b4\u30ea\u30fc\u6bce\u306b\u5206\u985e\u3059\u308b<\/h3>\n<p>\u5099\u54c1\u306f\u7a2e\u985e\u3054\u3068\u306b\u30ab\u30c6\u30b4\u30ea\u30fc\u5206\u3051\u3092\u3059\u308b\u3053\u3068\u3067\u3001\u7ba1\u7406\u304c\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3001\u30aa\u30d5\u30a3\u30b9\u6a5f\u5668\u3001\u6d88\u8017\u54c1\u3001\u305d\u306e\u4ed6\u306e\u5099\u54c1\u306a\u3069\u306b\u5206\u3051\u308b\u3053\u3068\u3067\u3001\u5fc5\u8981\u306a\u5099\u54c1\u3092\u3059\u3050\u306b\u63a2\u3057\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u3001\u52b9\u7387\u7684\u306a\u7ba1\u7406\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n<h3>\u5099\u54c1\u3092\u30e9\u30d9\u30ea\u30f3\u30b0\u3092\u3059\u308b<\/h3>\n<p>\u5099\u54c1\u306b\u306f\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b\u3053\u3068\u3067\u3001\u8996\u899a\u7684\u306b\u78ba\u8a8d\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u30e9\u30d9\u30eb\u306b\u306f\u3001\u5099\u54c1\u540d\u3084\u8b58\u5225\u756a\u53f7\u3092\u8a18\u8f09\u3057\u3001\u7269\u7406\u7684\u306b\u3082\u30c7\u30b8\u30bf\u30eb\u5316\u3059\u308b\u969b\u306b\u3082\u7ba1\u7406\u3057\u3084\u3059\u304f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u5b9a\u671f\u7684\u306b\u68da\u5378\u3092\u3059\u308b<\/h3>\n<p>\u5b9a\u671f\u7684\u306b\u68da\u5378\u4f5c\u696d\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u3067\u3001\u5099\u54c1\u306e\u5b9f\u969b\u306e\u72b6\u614b\u3084\u5728\u5eab\u91cf\u3092\u3088\u308a\u6b63\u78ba\u306b\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4e88\u671f\u305b\u306c\u4e0d\u8db3\u3084\u904e\u5270\u5728\u5eab\u3092\u65e9\u671f\u306b\u767a\u898b\u3067\u304d\u3001\u7121\u99c4\u306a\u30b3\u30b9\u30c8\u3084\u30ea\u30bd\u30fc\u30b9\u306e\u6d6a\u8cbb\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u68da\u5378\u3092\u7d99\u7d9a\u7684\u306b\u884c\u3046\u3053\u3068\u3067\u3001\u5728\u5eab\u7ba1\u7406\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3001\u5fc5\u8981\u306a\u5099\u54c1\u3092\u5fc5\u8981\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u78ba\u4fdd\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2>\u5099\u54c1\u3092\u898b\u3048\u308b\u5316\u3057\u7ba1\u7406\u3059\u308b\u65b9\u6cd5<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2136209143.jpg\" alt=\"\" width=\"1000\" height=\"578\" class=\"alignnone size-full wp-image-11816\" srcset=\"https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2136209143.jpg 1000w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2136209143-300x173.jpg 300w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2136209143-768x444.jpg 768w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2136209143-600x347.jpg 600w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2136209143-398x230.jpg 398w, https:\/\/www.mamoru-kun.com\/tips\/mamoru-cms-content\/uploads\/2025\/03\/shutterstock_2136209143-90x52.jpg 90w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><br \/>\n\u5099\u54c1\u7ba1\u7406\u3092\u52b9\u7387\u7684\u306b\u884c\u3046\u305f\u3081\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u65b9\u6cd5\u306b\u306f\u7279\u5fb4\u304c\u3042\u308a\u3001\u4f01\u696d\u306e\u898f\u6a21\u3084\u7ba1\u7406\u3059\u308b\u5099\u54c1\u306e\u7a2e\u985e\u306b\u5fdc\u3058\u3066\u6700\u9069\u306a\u624b\u6bb5\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<br \/>\n\u3053\u3053\u3067\u306f\u3001\u4ee3\u8868\u7684\u306a\u4ee5\u4e0b\u306e4\u3064\u306e\u7ba1\u7406\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30fbExcel\u3067\u7ba1\u7406\u3059\u308b<\/li>\n<li>\u30fb\u7d19\u3067\u7ba1\u7406\u3059\u308b<\/li>\n<li>\u30fb\u5099\u54c1\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u7ba1\u7406\u3059\u308b<\/li>\n<li>\u30fb\u5916\u90e8\u4fdd\u7ba1\u30b5\u30fc\u30d3\u30b9\u3067\u7ba1\u7406\u3059\u308b<\/li>\n<\/ul>\n<p>\u305d\u308c\u305e\u308c\u306e\u7ba1\u7406\u65b9\u6cd5\u3092\u9806\u756a\u306b\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3>Excel\u3067\u7ba1\u7406\u3059\u308b<\/h3>\n<p>Excel\u3067\u5099\u54c1\u7ba1\u7406\u3092\u884c\u3046\u65b9\u6cd5\u306f\u3001\u624b\u8efd\u3067\u4f4e\u30b3\u30b9\u30c8\u306a\u7ba1\u7406\u624b\u6bb5\u3068\u3057\u3066\u3088\u304f\u5229\u7528\u3055\u308c\u307e\u3059\u3002<br \/>\n\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u5099\u54c1\u306e\u5728\u5eab\u6570\u3084\u4f7f\u7528\u72b6\u6cc1\u3092\u7c21\u5358\u306b\u8a18\u9332\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3067\u3059\u3002<br \/>\n\u3057\u304b\u3057\u3001Excel\u3067\u7ba1\u7406\u3059\u308b\u969b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u6ce8\u610f\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u307e\u305a\u3001\u30d5\u30a1\u30a4\u30eb\u304c\u5897\u3048\u308b\u3068\u7ba1\u7406\u304c\u8907\u96d1\u5316\u3057\u3001\u3069\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u4f55\u304c\u8a18\u9332\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u3092\u628a\u63e1\u3059\u308b\u306e\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u306e\u60c5\u5831\u5171\u6709\u304c\u96e3\u3057\u3044\u305f\u3081\u3001\u62c5\u5f53\u8005\u9593\u3067\u306e\u9023\u643a\u304c\u53d6\u308a\u3065\u3089\u304f\u3001\u5728\u5eab\u6570\u306e\u30df\u30b9\u3084\u66f4\u65b0\u6f0f\u308c\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u3055\u3089\u306b\u3001\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u306a\u3069\u30e2\u30d0\u30a4\u30eb\u7aef\u672b\u3067\u306e\u4f5c\u696d\u306f\u3057\u3065\u3089\u304f\u3001\u5916\u51fa\u5148\u3067\u306e\u7ba1\u7406\u3084\u30c1\u30a7\u30c3\u30af\u304c\u4e0d\u4fbf\u3067\u3059\u3002<br \/>\n\u3053\u306e\u3088\u3046\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30af\u30e9\u30a6\u30c9\u578b\u306e\u5099\u54c1\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u79fb\u884c\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u3082\u6709\u52b9\u3067\u3059\u3002<\/p>\n<h3>\u7d19\u3067\u7ba1\u7406\u3059\u308b<\/h3>\n<p>\u7d19\u3067\u306e\u5099\u54c1\u7ba1\u7406\u306f\u3001\u8ab0\u3067\u3082\u7c21\u5358\u306b\u3067\u304d\u3001\u30b7\u30f3\u30d7\u30eb\u3067\u5206\u304b\u308a\u3084\u3059\u3044\u65b9\u6cd5\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u7ba1\u7406\u306e\u52b9\u7387\u6027\u306b\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002<br 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