Dataiku\u3067\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u305f\u5f8c\u3001\u300c\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u304c\u3069\u308c\u304f\u3089\u3044\u6b63\u78ba\u304b\u300d\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u3057\u304b\u3057\u3001R\u00b2\u3084RMSE\u3068\u3044\u3063\u305f\u8a55\u4fa1\u6307\u6a19\u306e\u6570\u5024\u3060\u3051\u3067\u306f\u3001\u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306a\u50be\u5411\u3067\u9593\u9055\u3048\u3066\u3044\u308b\u306e\u304b\u307e\u3067\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002 \u305d\u3053\u3067\u5f79\u7acb\u3064\u306e\u304c\u6b8b\u5dee\u5206\u6790\uff08Residual Analysis\uff09\u3067\u3059\u3002\u6b8b\u5dee\u5206\u6790\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306e\u504f\u308a\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u8996\u899a\u7684\u306b\u628a\u63e1\u3067\u304d\u3001\u6539\u5584\u306e\u65b9\u5411\u6027\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u6b8b\u5dee\u306e\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u304b\u3089\u3001Dataiku\u306e\u6b8b\u5dee\u5206\u6790\u753b\u9762\u306e\u5404\u9805\u76ee\u306e\u898b\u65b9\u3001\u305d\u3057\u3066\u5b9f\u969b\u306e\u5206\u6790\u7d50\u679c\u304b\u3089\u4f55\u304c\u8aad\u307f\u53d6\u308c\u308b\u306e\u304b\u307e\u3067\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
<\/strong>\u6b8b\u5dee\u3068\u306f\u4f55\u304b\uff1f<\/strong><\/h2>\n\n\n\n\u6b8b\u5dee\uff08Residual\uff09\u3068\u306f\u3001\u5b9f\u6e2c\u5024\u3068\u4e88\u6e2c\u5024\u306e\u5dee<\/strong>\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n\u8a08\u7b97\u5f0f\u306f\u975e\u5e38\u306b\u30b7\u30f3\u30d7\u30eb\u3067\u3001\u300c\u6b8b\u5dee = \u5b9f\u6e2c\u5024 \u2212 \u4e88\u6e2c\u5024\u300d\u3067\u3059\u3002<\/p>\n\n\n\n
\u4f8b\u3048\u3070\u3001\u3042\u308b\u5546\u54c1\u306e\u58f2\u4e0a\u304c\u5b9f\u969b\u306b\u306f5,000\u3060\u3063\u305f\u306e\u306b\u5bfe\u3057\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u304c5,300\u3060\u3063\u305f\u5834\u5408\u3001\u6b8b\u5dee\u306f-300\u306b\u306a\u308a\u307e\u3059\u3002\u9006\u306b\u4e88\u6e2c\u304c4,700\u3060\u3063\u305f\u5834\u5408\u3001\u6b8b\u5dee\u306f300\u3067\u3059\u3002<\/p>\n\n\n\n
\u6b8b\u5dee\u304c\u30d7\u30e9\u30b9\u306e\u5834\u5408\u306f\u30e2\u30c7\u30eb\u304c\u5b9f\u6e2c\u5024\u3088\u308a\u9ad8\u304f\u4e88\u6e2c\u3057\u3066\u3044\u308b\uff08\u904e\u5c0f\u4e88\u6e2c\uff09\u3053\u3068\u3092\u610f\u5473\u3057\u3001\u30de\u30a4\u30ca\u30b9\u306e\u5834\u5408\u306f\u5b9f\u6e2c\u5024\u3088\u308a\u4f4e\u304f\u4e88\u6e2c\u3057\u3066\u3044\u308b\uff08\u904e\u5927\u4e88\u6e2c\uff09\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u7406\u60f3\u7684\u306a\u30e2\u30c7\u30eb\u3067\u306f\u3001\u6b8b\u5dee\u306f0\u306b\u8fd1\u304f\u3001\u30d7\u30e9\u30b9\u3068\u30de\u30a4\u30ca\u30b9\u304c\u5747\u7b49\u306b\u5206\u5e03\u3057\u307e\u3059\u3002\u6b8b\u5dee\u306b\u504f\u308a\u3084\u30d1\u30bf\u30fc\u30f3\u304c\u3042\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306b\u4f55\u3089\u304b\u306e\u6539\u5584\u306e\u4f59\u5730\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
<\/strong>\u6b8b\u5dee\u5206\u6790\u3068\u306f\u4f55\u304b\uff1f<\/strong><\/h2>\n\n\n\n\u6b8b\u5dee\u5206\u6790\u3068\u306f\u3001\u30e2\u30c7\u30eb\u304c\u51fa\u3057\u305f\u6b8b\u5dee\u306e\u5168\u4f53\u7684\u306a\u50be\u5411\u3084\u3070\u3089\u3064\u304d\u3092\u8abf\u3079\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u54c1\u8cea\u3092\u8a55\u4fa1\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n
\u5358\u306b\u300c\u8aa4\u5dee\u304c\u3069\u308c\u304f\u3089\u3044\u3042\u308b\u304b\u300d\u3092\u898b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u8aa4\u5dee\u306b\u504f\u308a\u306f\u306a\u3044\u304b\u300d\u300c\u6975\u7aef\u306b\u5927\u304d\u306a\u8aa4\u5dee\u306f\u306a\u3044\u304b\u300d\u300c\u8aa4\u5dee\u306e\u5206\u5e03\u306f\u6b63\u898f\u5206\u5e03\u306b\u8fd1\u3044\u304b\u300d\u3068\u3044\u3063\u305f\u89b3\u70b9\u304b\u3089\u30e2\u30c7\u30eb\u3092\u591a\u89d2\u7684\u306b\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
Dataiku\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u7d50\u679c\u753b\u9762\u3067\u300cResiduals\u300d\u3092\u9078\u629e\u3059\u308b\u3068\u3001\u6b8b\u5dee\u306b\u95a2\u3059\u308b\u7d71\u8a08\u91cf\u3084\u30b0\u30e9\u30d5\u304c\u81ea\u52d5\u7684\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
<\/strong>\u6b8b\u5dee\u306e\u7d71\u8a08\u91cf\u30c6\u30fc\u30d6\u30eb<\/strong><\/h2>\n\n\n\n\u753b\u9762\u4e0a\u90e8\u306b\u8868\u793a\u3055\u308c\u308b\u30c6\u30fc\u30d6\u30eb\u306b\u306f\u3001\u6b8b\u5dee\u306e\u5206\u5e03\u3092\u6570\u5024\u3067\u628a\u63e1\u3059\u308b\u305f\u3081\u306e\u7d71\u8a08\u91cf\u304c\u4e26\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
Min.\uff08\u6700\u5c0f\u5024\uff09\uff1a<\/strong>\u6700\u3082\u5927\u304d\u304f\u30de\u30a4\u30ca\u30b9\u306b\u632f\u308c\u305f\u6b8b\u5dee\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u304c\u6700\u3082\u904e\u5927\u4e88\u6e2c\u3057\u305f\u30b1\u30fc\u30b9\u306e\u8aa4\u5dee\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\nMax.\uff08\u6700\u5927\u5024\uff09\uff1a<\/strong>\u6700\u3082\u5927\u304d\u304f\u30d7\u30e9\u30b9\u306b\u632f\u308c\u305f\u6b8b\u5dee\u3067\u3059\u3002\u30e2\u30c7\u30eb\u304c\u6700\u3082\u904e\u5c0f\u4e88\u6e2c\u3057\u305f\u30b1\u30fc\u30b9\u306b\u8a72\u5f53\u3057\u307e\u3059\u3002<\/p>\n\n\n\nMedian\uff08\u4e2d\u592e\u5024\uff09\uff1a<\/strong>\u6b8b\u5dee\u3092\u5927\u304d\u3055\u9806\u306b\u4e26\u3079\u305f\u3068\u304d\u306e\u771f\u3093\u4e2d\u306e\u5024\u3067\u3059\u30020\u306b\u8fd1\u3051\u308c\u3070\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u5927\u304d\u306a\u504f\u308a\u304c\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\nAverage\uff08\u5e73\u5747\u5024\uff09\uff1a<\/strong>\u5168\u6b8b\u5dee\u306e\u5e73\u5747\u3067\u3059\u30020\u304b\u3089\u96e2\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306b\u7cfb\u7d71\u7684\u306a\u4e88\u6e2c\u30d0\u30a4\u30a2\u30b9\u304c\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\nStandard deviation\uff08\u6a19\u6e96\u504f\u5dee\uff09\uff1a<\/strong>\u6b8b\u5dee\u306e\u3070\u3089\u3064\u304d\u306e\u5927\u304d\u3055\u3092\u793a\u3057\u307e\u3059\u3002\u5024\u304c\u5c0f\u3055\u3044\u307b\u3069\u4e88\u6e2c\u304c\u5b89\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\uff082nd, 25th, 75th, 90th, 98th\uff09\uff1a<\/strong>\u6b8b\u5dee\u306e\u5206\u5e03\u306e\u5e83\u304c\u308a\u3092\u6bb5\u968e\u7684\u306b\u628a\u63e1\u3059\u308b\u305f\u3081\u306e\u5024\u3067\u3059\u3002\u4f8b\u3048\u3070\u30012nd\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u306898th\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u306e\u5dee\u304c\u5927\u304d\u3044\u5834\u5408\u3001\u6975\u7aef\u306a\u8aa4\u5dee\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u6b8b\u5dee\u306e\u7d71\u8a08\u91cf\u30c6\u30fc\u30d6\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n![\"\"\/](\"https:\/\/blog.since2020.jp\/cms\/wp-content\/uploads\/2026\/04\/image-18.png\")
<\/figure>\n\n\n\n<\/strong>\u6b8b\u5dee\u5206\u5e03\uff08Residuals distribution\uff09<\/strong><\/h2>\n\n\n\n\u6b8b\u5dee\u3092\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\uff08\u68d2\u30b0\u30e9\u30d5\uff09\u3067\u8868\u793a\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u6a2a\u8ef8\u304c\u6b8b\u5dee\u306e\u5024\u3001\u7e26\u8ef8\u304c\u305d\u306e\u6b8b\u5dee\u306e\u51fa\u73fe\u5272\u5408\u3092\u793a\u3057\u307e\u3059\u3002\u7406\u60f3\u7684\u306b\u306f\u30010\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u5de6\u53f3\u5bfe\u79f0\u306e\u30d9\u30eb\u578b\uff08\u6b63\u898f\u5206\u5e03\uff09\u306b\u306a\u308b\u3053\u3068\u304c\u671b\u307e\u3057\u3044\u3067\u3059\u3002\u30d4\u30fc\u30af\u304c0\u304b\u3089\u305a\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u4e88\u6e2c\u30d0\u30a4\u30a2\u30b9\u304c\u3042\u308a\u3001\u5de6\u53f3\u306e\u3069\u3061\u3089\u304b\u306b\u88fe\u304c\u9577\u304f\u4f38\u3073\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u4e00\u65b9\u5411\u306b\u6975\u7aef\u306a\u8aa4\u5dee\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002
\u30aa\u30ec\u30f3\u30b8\u306e\u66f2\u7dda\u306f\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a\uff08KDE\uff09\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u3067\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u6ed1\u3089\u304b\u306b\u3057\u305f\u5206\u5e03\u306e\u5f62\u72b6\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u6b8b\u5dee\u5206\u5e03\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n![\"\"\/](\"https:\/\/blog.since2020.jp\/cms\/wp-content\/uploads\/2026\/04\/image-19.png\")
<\/figure>\n\n\n\n<\/strong>\u7d71\u8a08\u7684\u691c\u5b9a\u5024<\/strong><\/h2>\n\n\n\nJarque-Bera\uff1a<\/strong>\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u5b9a\u3059\u308b\u7d71\u8a08\u91cf\u3067\u3059\u3002p-value\u304c0.05\u672a\u6e80\u3067\u3042\u308c\u3070\u3001\u6b8b\u5dee\u306f\u6b63\u898f\u5206\u5e03\u3067\u306f\u306a\u3044\u3068\u5224\u65ad\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\nSkewness\uff08\u6b6a\u5ea6\uff09\uff1a<\/strong>\u5206\u5e03\u306e\u5de6\u53f3\u306e\u975e\u5bfe\u79f0\u6027\u3092\u793a\u3057\u307e\u3059\u30020\u306b\u8fd1\u3051\u308c\u3070\u5bfe\u79f0\u3001\u6b63\u306e\u5024\u306a\u3089\u53f3\u306b\u88fe\u304c\u9577\u304f\u3001\u8ca0\u306e\u5024\u306a\u3089\u5de6\u306b\u88fe\u304c\u9577\u3044\u5206\u5e03\u3067\u3059\u3002<\/p>\n\n\n\nKurtosis\uff08\u5c16\u5ea6\uff09\uff1a<\/strong>\u5206\u5e03\u306e\u88fe\u306e\u91cd\u3055\u3092\u793a\u3057\u307e\u3059\u3002\u6b63\u898f\u5206\u5e03\u306e\u5834\u5408\u306f3\u3067\u30013\u3088\u308a\u5927\u304d\u3044\u5834\u5408\u306f\u88fe\u304c\u91cd\u304f\u6975\u7aef\u306a\u5024\u304c\u591a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u7d71\u8a08\u7684\u691c\u5b9a\u5024\u306e\u4e00\u89a7\u3067\u3059\u3002<\/p>\n\n\n\n![\"\"\/](\"https:\/\/blog.since2020.jp\/cms\/wp-content\/uploads\/2026\/04\/image-20.png\")
<\/figure>\n\n\n\n<\/strong>Normal Q-Q Plot<\/strong><\/h2>\n\n\n\nQ-Q Plot\uff08Quantile-Quantile Plot\uff09\u306f\u3001\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u308b\u304b\u3092\u8996\u899a\u7684\u306b\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306e\u30b0\u30e9\u30d5\u3067\u3059\u3002
\u6a2a\u8ef8\u304c\u300c\u6b63\u898f\u5206\u5e03\u3060\u3063\u305f\u5834\u5408\u306b\u671f\u5f85\u3055\u308c\u308b\u5024\u300d\u3001\u7e26\u8ef8\u304c\u300c\u5b9f\u969b\u306e\u6b8b\u5dee\u306e\u5024\u300d\u3067\u3059\u3002\u70b9\u304c\u30aa\u30ec\u30f3\u30b8\u306e\u76f4\u7dda\u4e0a\u306b\u4e57\u3063\u3066\u3044\u308c\u3070\u6b8b\u5dee\u306f\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u307e\u3059\u3002\u76f4\u7dda\u304b\u3089\u5916\u308c\u3066\u3044\u308b\u90e8\u5206\u306f\u3001\u6b63\u898f\u5206\u5e03\u304b\u3089\u306e\u9038\u8131\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u7279\u306b\u4e21\u7aef\u3067\u5927\u304d\u304f\u5916\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u6975\u7aef\u306a\u5916\u308c\u5024\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308bNormal Q-Q Plot\u3067\u3059\u3002<\/p>\n\n\n\n![\"\"\/](\"https:\/\/blog.since2020.jp\/cms\/wp-content\/uploads\/2026\/04\/image-22.png\")
<\/figure>\n\n\n\n<\/strong>\u4eca\u56de\u306e\u7d50\u679c\u304b\u3089\u5206\u304b\u308b\u3053\u3068<\/strong><\/h2>\n\n\n\n\u4eca\u56de\u306e\u30e2\u30c7\u30eb\u306e\u6b8b\u5dee\u5206\u6790\u7d50\u679c\u304b\u3089\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u304c\u8aad\u307f\u53d6\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u6b8b\u5dee\u306e\u5e73\u5747\u304c0\u3067\u306f\u306a\u3044\uff1a<\/strong>\u6b8b\u5dee\u306e\u5e73\u5747\u304c-56.948\u3067\u3042\u308a\u3001\u4e2d\u592e\u5024\u3082-53.065\u3068\u30de\u30a4\u30ca\u30b9\u5074\u306b\u305a\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5168\u4f53\u7684\u306b\u3084\u3084\u9ad8\u3081\u306b\u4e88\u6e2c\u3059\u308b\u50be\u5411\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u6b8b\u5dee\u306e\u3070\u3089\u3064\u304d\u306b\u504f\u308a\u304c\u3042\u308b\uff1a<\/strong>\u6700\u5c0f\u5024\u304c-1,864.0\u3001\u6700\u5927\u5024\u304c1,290.5\u3067\u3042\u308a\u3001\u30de\u30a4\u30ca\u30b9\u65b9\u5411\u3078\u306e\u632f\u308c\u5e45\u306e\u65b9\u304c\u5927\u304d\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u30022nd\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\uff08-474.65\uff09\u306898th\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\uff08391.63\uff09\u3092\u6bd4\u8f03\u3057\u3066\u3082\u3001\u30de\u30a4\u30ca\u30b9\u5074\u306e\u65b9\u304c\u7d76\u5bfe\u5024\u304c\u5927\u304d\u3044\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\u6b8b\u5dee\u306f\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u306a\u3044\uff1a<\/strong> Jarque-Bera\u691c\u5b9a\u306e\u5024\u304c8,410\uff08p-value = 0\uff09\u3067\u3042\u308a\u3001\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3067\u306f\u306a\u3044\u3053\u3068\u304c\u7d71\u8a08\u7684\u306b\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002Skewness\u304c0.001907\u3068\u307b\u307c0\u3067\u3042\u308b\u305f\u3081\u5de6\u53f3\u306e\u975e\u5bfe\u79f0\u6027\u306f\u5c0f\u3055\u3044\u3067\u3059\u304c\u3001Kurtosis\u304c9.616\u3068\u6b63\u898f\u5206\u5e03\u306e\u57fa\u6e96\u5024\uff083\uff09\u3092\u5927\u304d\u304f\u4e0a\u56de\u3063\u3066\u304a\u308a\u3001\u6975\u7aef\u306a\u8aa4\u5dee\u306e\u767a\u751f\u983b\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\nQ-Q Plot\u3067\u3082\u4e21\u7aef\u306b\u9038\u8131\u304c\u898b\u3089\u308c\u308b\uff1a<\/strong>Q-Q Plot\u306b\u304a\u3044\u3066\u3001\u4e21\u7aef\u306e\u70b9\u304c\u30aa\u30ec\u30f3\u30b8\u306e\u76f4\u7dda\u304b\u3089\u5927\u304d\u304f\u5916\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u5de6\u4e0b\u5074\u306e\u9038\u8131\u304c\u9855\u8457\u3067\u3042\u308a\u3001\u5927\u304d\u306a\u30de\u30a4\u30ca\u30b9\u65b9\u5411\u306e\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u306e\u60f3\u5b9a\u3088\u308a\u3082\u591a\u304f\u5b58\u5728\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<\/strong>\u307e\u3068\u3081<\/strong><\/h2>\n\n\n\n\u6b8b\u5dee\u5206\u6790\u306f\u3001\u8a55\u4fa1\u6307\u6a19\u306e\u6570\u5024\u3060\u3051\u3067\u306f\u898b\u3048\u306a\u3044\u30e2\u30c7\u30eb\u306e\u300c\u7656\u300d\u3092\u660e\u3089\u304b\u306b\u3057\u3066\u304f\u308c\u308b\u91cd\u8981\u306a\u5206\u6790\u624b\u6cd5\u3067\u3059\u3002Dataiku\u3067\u306f\u3001\u30e2\u30c7\u30eb\u4f5c\u6210\u5f8c\u306b\u6570\u30af\u30ea\u30c3\u30af\u3067\u3053\u308c\u3089\u306e\u5206\u6790\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306e\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u52b9\u7387\u7684\u306b\u56de\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\u6b8b\u5dee\u5206\u6790\u306e\u5404\u9805\u76ee\u3092\u6b63\u3057\u304f\u8aad\u307f\u89e3\u304f\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u3069\u306e\u3088\u3046\u306a\u50be\u5411\u3084\u8ab2\u984c\u304c\u3042\u308b\u306e\u304b\u3092\u5ba2\u89b3\u7684\u306b\u628a\u63e1\u3057\u3001\u6b21\u306e\u6539\u5584\u30a2\u30af\u30b7\u30e7\u30f3\u306b\u3064\u306a\u3052\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"
Dataiku\u306e\u6b8b\u5dee\u5206\u6790\uff08Residual Analysis\uff09\u306e\u898b\u65b9\u3092\u89e3\u8aac\u3002\u6b8b\u5dee\u306e\u57fa\u672c\u6982\u5ff5\u304b\u3089\u3001\u7d71\u8a08\u91cf\u30c6\u30fc\u30d6\u30eb\u30fb\u6b8b\u5dee\u5206\u5e03\u30fbQ-Q Plot\u306e\u5404\u9805\u76ee\u306e\u8aad\u307f\u89e3\u304d\u65b9\u307e\u3067\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 \u306f\u3058\u3081\u306b Dataiku\u3067\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u305f […]<\/p>\n","protected":false},"author":1,"featured_media":8381,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1251],"tags":[96,199,39],"class_list":["post-8380","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analysis","tag-ai","tag-dataiku","tag-39"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8380","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=8380"}],"version-history":[{"count":1,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8380\/revisions"}],"predecessor-version":[{"id":8382,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8380\/revisions\/8382"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/8381"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=8380"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=8380"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=8380"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\u8a08\u7b97\u5f0f\u306f\u975e\u5e38\u306b\u30b7\u30f3\u30d7\u30eb\u3067\u3001\u300c\u6b8b\u5dee = \u5b9f\u6e2c\u5024 \u2212 \u4e88\u6e2c\u5024\u300d\u3067\u3059\u3002<\/p>\n\n\n\n
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\u6b8b\u5dee\u304c\u30d7\u30e9\u30b9\u306e\u5834\u5408\u306f\u30e2\u30c7\u30eb\u304c\u5b9f\u6e2c\u5024\u3088\u308a\u9ad8\u304f\u4e88\u6e2c\u3057\u3066\u3044\u308b\uff08\u904e\u5c0f\u4e88\u6e2c\uff09\u3053\u3068\u3092\u610f\u5473\u3057\u3001\u30de\u30a4\u30ca\u30b9\u306e\u5834\u5408\u306f\u5b9f\u6e2c\u5024\u3088\u308a\u4f4e\u304f\u4e88\u6e2c\u3057\u3066\u3044\u308b\uff08\u904e\u5927\u4e88\u6e2c\uff09\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u7406\u60f3\u7684\u306a\u30e2\u30c7\u30eb\u3067\u306f\u3001\u6b8b\u5dee\u306f0\u306b\u8fd1\u304f\u3001\u30d7\u30e9\u30b9\u3068\u30de\u30a4\u30ca\u30b9\u304c\u5747\u7b49\u306b\u5206\u5e03\u3057\u307e\u3059\u3002\u6b8b\u5dee\u306b\u504f\u308a\u3084\u30d1\u30bf\u30fc\u30f3\u304c\u3042\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306b\u4f55\u3089\u304b\u306e\u6539\u5584\u306e\u4f59\u5730\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
<\/strong>\u6b8b\u5dee\u5206\u6790\u3068\u306f\u4f55\u304b\uff1f<\/strong><\/h2>\n\n\n\n\u6b8b\u5dee\u5206\u6790\u3068\u306f\u3001\u30e2\u30c7\u30eb\u304c\u51fa\u3057\u305f\u6b8b\u5dee\u306e\u5168\u4f53\u7684\u306a\u50be\u5411\u3084\u3070\u3089\u3064\u304d\u3092\u8abf\u3079\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u54c1\u8cea\u3092\u8a55\u4fa1\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n
\u5358\u306b\u300c\u8aa4\u5dee\u304c\u3069\u308c\u304f\u3089\u3044\u3042\u308b\u304b\u300d\u3092\u898b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u8aa4\u5dee\u306b\u504f\u308a\u306f\u306a\u3044\u304b\u300d\u300c\u6975\u7aef\u306b\u5927\u304d\u306a\u8aa4\u5dee\u306f\u306a\u3044\u304b\u300d\u300c\u8aa4\u5dee\u306e\u5206\u5e03\u306f\u6b63\u898f\u5206\u5e03\u306b\u8fd1\u3044\u304b\u300d\u3068\u3044\u3063\u305f\u89b3\u70b9\u304b\u3089\u30e2\u30c7\u30eb\u3092\u591a\u89d2\u7684\u306b\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
Dataiku\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u7d50\u679c\u753b\u9762\u3067\u300cResiduals\u300d\u3092\u9078\u629e\u3059\u308b\u3068\u3001\u6b8b\u5dee\u306b\u95a2\u3059\u308b\u7d71\u8a08\u91cf\u3084\u30b0\u30e9\u30d5\u304c\u81ea\u52d5\u7684\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
<\/strong>\u6b8b\u5dee\u306e\u7d71\u8a08\u91cf\u30c6\u30fc\u30d6\u30eb<\/strong><\/h2>\n\n\n\n\u753b\u9762\u4e0a\u90e8\u306b\u8868\u793a\u3055\u308c\u308b\u30c6\u30fc\u30d6\u30eb\u306b\u306f\u3001\u6b8b\u5dee\u306e\u5206\u5e03\u3092\u6570\u5024\u3067\u628a\u63e1\u3059\u308b\u305f\u3081\u306e\u7d71\u8a08\u91cf\u304c\u4e26\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
Min.\uff08\u6700\u5c0f\u5024\uff09\uff1a<\/strong>\u6700\u3082\u5927\u304d\u304f\u30de\u30a4\u30ca\u30b9\u306b\u632f\u308c\u305f\u6b8b\u5dee\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u304c\u6700\u3082\u904e\u5927\u4e88\u6e2c\u3057\u305f\u30b1\u30fc\u30b9\u306e\u8aa4\u5dee\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\nMax.\uff08\u6700\u5927\u5024\uff09\uff1a<\/strong>\u6700\u3082\u5927\u304d\u304f\u30d7\u30e9\u30b9\u306b\u632f\u308c\u305f\u6b8b\u5dee\u3067\u3059\u3002\u30e2\u30c7\u30eb\u304c\u6700\u3082\u904e\u5c0f\u4e88\u6e2c\u3057\u305f\u30b1\u30fc\u30b9\u306b\u8a72\u5f53\u3057\u307e\u3059\u3002<\/p>\n\n\n\nMedian\uff08\u4e2d\u592e\u5024\uff09\uff1a<\/strong>\u6b8b\u5dee\u3092\u5927\u304d\u3055\u9806\u306b\u4e26\u3079\u305f\u3068\u304d\u306e\u771f\u3093\u4e2d\u306e\u5024\u3067\u3059\u30020\u306b\u8fd1\u3051\u308c\u3070\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u5927\u304d\u306a\u504f\u308a\u304c\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\nAverage\uff08\u5e73\u5747\u5024\uff09\uff1a<\/strong>\u5168\u6b8b\u5dee\u306e\u5e73\u5747\u3067\u3059\u30020\u304b\u3089\u96e2\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306b\u7cfb\u7d71\u7684\u306a\u4e88\u6e2c\u30d0\u30a4\u30a2\u30b9\u304c\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\nStandard deviation\uff08\u6a19\u6e96\u504f\u5dee\uff09\uff1a<\/strong>\u6b8b\u5dee\u306e\u3070\u3089\u3064\u304d\u306e\u5927\u304d\u3055\u3092\u793a\u3057\u307e\u3059\u3002\u5024\u304c\u5c0f\u3055\u3044\u307b\u3069\u4e88\u6e2c\u304c\u5b89\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\uff082nd, 25th, 75th, 90th, 98th\uff09\uff1a<\/strong>\u6b8b\u5dee\u306e\u5206\u5e03\u306e\u5e83\u304c\u308a\u3092\u6bb5\u968e\u7684\u306b\u628a\u63e1\u3059\u308b\u305f\u3081\u306e\u5024\u3067\u3059\u3002\u4f8b\u3048\u3070\u30012nd\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u306898th\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u306e\u5dee\u304c\u5927\u304d\u3044\u5834\u5408\u3001\u6975\u7aef\u306a\u8aa4\u5dee\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u6b8b\u5dee\u306e\u7d71\u8a08\u91cf\u30c6\u30fc\u30d6\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<\/figure>\n\n\n\n<\/strong>\u6b8b\u5dee\u5206\u5e03\uff08Residuals distribution\uff09<\/strong><\/h2>\n\n\n\n\u6b8b\u5dee\u3092\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\uff08\u68d2\u30b0\u30e9\u30d5\uff09\u3067\u8868\u793a\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u6a2a\u8ef8\u304c\u6b8b\u5dee\u306e\u5024\u3001\u7e26\u8ef8\u304c\u305d\u306e\u6b8b\u5dee\u306e\u51fa\u73fe\u5272\u5408\u3092\u793a\u3057\u307e\u3059\u3002\u7406\u60f3\u7684\u306b\u306f\u30010\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u5de6\u53f3\u5bfe\u79f0\u306e\u30d9\u30eb\u578b\uff08\u6b63\u898f\u5206\u5e03\uff09\u306b\u306a\u308b\u3053\u3068\u304c\u671b\u307e\u3057\u3044\u3067\u3059\u3002\u30d4\u30fc\u30af\u304c0\u304b\u3089\u305a\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u4e88\u6e2c\u30d0\u30a4\u30a2\u30b9\u304c\u3042\u308a\u3001\u5de6\u53f3\u306e\u3069\u3061\u3089\u304b\u306b\u88fe\u304c\u9577\u304f\u4f38\u3073\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u4e00\u65b9\u5411\u306b\u6975\u7aef\u306a\u8aa4\u5dee\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002
\u30aa\u30ec\u30f3\u30b8\u306e\u66f2\u7dda\u306f\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a\uff08KDE\uff09\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u3067\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u6ed1\u3089\u304b\u306b\u3057\u305f\u5206\u5e03\u306e\u5f62\u72b6\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u6b8b\u5dee\u5206\u5e03\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n<\/figure>\n\n\n\n<\/strong>\u7d71\u8a08\u7684\u691c\u5b9a\u5024<\/strong><\/h2>\n\n\n\nJarque-Bera\uff1a<\/strong>\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u5b9a\u3059\u308b\u7d71\u8a08\u91cf\u3067\u3059\u3002p-value\u304c0.05\u672a\u6e80\u3067\u3042\u308c\u3070\u3001\u6b8b\u5dee\u306f\u6b63\u898f\u5206\u5e03\u3067\u306f\u306a\u3044\u3068\u5224\u65ad\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\nSkewness\uff08\u6b6a\u5ea6\uff09\uff1a<\/strong>\u5206\u5e03\u306e\u5de6\u53f3\u306e\u975e\u5bfe\u79f0\u6027\u3092\u793a\u3057\u307e\u3059\u30020\u306b\u8fd1\u3051\u308c\u3070\u5bfe\u79f0\u3001\u6b63\u306e\u5024\u306a\u3089\u53f3\u306b\u88fe\u304c\u9577\u304f\u3001\u8ca0\u306e\u5024\u306a\u3089\u5de6\u306b\u88fe\u304c\u9577\u3044\u5206\u5e03\u3067\u3059\u3002<\/p>\n\n\n\nKurtosis\uff08\u5c16\u5ea6\uff09\uff1a<\/strong>\u5206\u5e03\u306e\u88fe\u306e\u91cd\u3055\u3092\u793a\u3057\u307e\u3059\u3002\u6b63\u898f\u5206\u5e03\u306e\u5834\u5408\u306f3\u3067\u30013\u3088\u308a\u5927\u304d\u3044\u5834\u5408\u306f\u88fe\u304c\u91cd\u304f\u6975\u7aef\u306a\u5024\u304c\u591a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u7d71\u8a08\u7684\u691c\u5b9a\u5024\u306e\u4e00\u89a7\u3067\u3059\u3002<\/p>\n\n\n\n<\/figure>\n\n\n\n<\/strong>Normal Q-Q Plot<\/strong><\/h2>\n\n\n\nQ-Q Plot\uff08Quantile-Quantile Plot\uff09\u306f\u3001\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u308b\u304b\u3092\u8996\u899a\u7684\u306b\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306e\u30b0\u30e9\u30d5\u3067\u3059\u3002
\u6a2a\u8ef8\u304c\u300c\u6b63\u898f\u5206\u5e03\u3060\u3063\u305f\u5834\u5408\u306b\u671f\u5f85\u3055\u308c\u308b\u5024\u300d\u3001\u7e26\u8ef8\u304c\u300c\u5b9f\u969b\u306e\u6b8b\u5dee\u306e\u5024\u300d\u3067\u3059\u3002\u70b9\u304c\u30aa\u30ec\u30f3\u30b8\u306e\u76f4\u7dda\u4e0a\u306b\u4e57\u3063\u3066\u3044\u308c\u3070\u6b8b\u5dee\u306f\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u307e\u3059\u3002\u76f4\u7dda\u304b\u3089\u5916\u308c\u3066\u3044\u308b\u90e8\u5206\u306f\u3001\u6b63\u898f\u5206\u5e03\u304b\u3089\u306e\u9038\u8131\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u7279\u306b\u4e21\u7aef\u3067\u5927\u304d\u304f\u5916\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u6975\u7aef\u306a\u5916\u308c\u5024\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308bNormal Q-Q Plot\u3067\u3059\u3002<\/p>\n\n\n\n<\/figure>\n\n\n\n<\/strong>\u4eca\u56de\u306e\u7d50\u679c\u304b\u3089\u5206\u304b\u308b\u3053\u3068<\/strong><\/h2>\n\n\n\n\u4eca\u56de\u306e\u30e2\u30c7\u30eb\u306e\u6b8b\u5dee\u5206\u6790\u7d50\u679c\u304b\u3089\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u304c\u8aad\u307f\u53d6\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u6b8b\u5dee\u306e\u5e73\u5747\u304c0\u3067\u306f\u306a\u3044\uff1a<\/strong>\u6b8b\u5dee\u306e\u5e73\u5747\u304c-56.948\u3067\u3042\u308a\u3001\u4e2d\u592e\u5024\u3082-53.065\u3068\u30de\u30a4\u30ca\u30b9\u5074\u306b\u305a\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5168\u4f53\u7684\u306b\u3084\u3084\u9ad8\u3081\u306b\u4e88\u6e2c\u3059\u308b\u50be\u5411\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u6b8b\u5dee\u306e\u3070\u3089\u3064\u304d\u306b\u504f\u308a\u304c\u3042\u308b\uff1a<\/strong>\u6700\u5c0f\u5024\u304c-1,864.0\u3001\u6700\u5927\u5024\u304c1,290.5\u3067\u3042\u308a\u3001\u30de\u30a4\u30ca\u30b9\u65b9\u5411\u3078\u306e\u632f\u308c\u5e45\u306e\u65b9\u304c\u5927\u304d\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u30022nd\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\uff08-474.65\uff09\u306898th\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\uff08391.63\uff09\u3092\u6bd4\u8f03\u3057\u3066\u3082\u3001\u30de\u30a4\u30ca\u30b9\u5074\u306e\u65b9\u304c\u7d76\u5bfe\u5024\u304c\u5927\u304d\u3044\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\u6b8b\u5dee\u306f\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u306a\u3044\uff1a<\/strong> Jarque-Bera\u691c\u5b9a\u306e\u5024\u304c8,410\uff08p-value = 0\uff09\u3067\u3042\u308a\u3001\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3067\u306f\u306a\u3044\u3053\u3068\u304c\u7d71\u8a08\u7684\u306b\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002Skewness\u304c0.001907\u3068\u307b\u307c0\u3067\u3042\u308b\u305f\u3081\u5de6\u53f3\u306e\u975e\u5bfe\u79f0\u6027\u306f\u5c0f\u3055\u3044\u3067\u3059\u304c\u3001Kurtosis\u304c9.616\u3068\u6b63\u898f\u5206\u5e03\u306e\u57fa\u6e96\u5024\uff083\uff09\u3092\u5927\u304d\u304f\u4e0a\u56de\u3063\u3066\u304a\u308a\u3001\u6975\u7aef\u306a\u8aa4\u5dee\u306e\u767a\u751f\u983b\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\nQ-Q Plot\u3067\u3082\u4e21\u7aef\u306b\u9038\u8131\u304c\u898b\u3089\u308c\u308b\uff1a<\/strong>Q-Q Plot\u306b\u304a\u3044\u3066\u3001\u4e21\u7aef\u306e\u70b9\u304c\u30aa\u30ec\u30f3\u30b8\u306e\u76f4\u7dda\u304b\u3089\u5927\u304d\u304f\u5916\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u5de6\u4e0b\u5074\u306e\u9038\u8131\u304c\u9855\u8457\u3067\u3042\u308a\u3001\u5927\u304d\u306a\u30de\u30a4\u30ca\u30b9\u65b9\u5411\u306e\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u306e\u60f3\u5b9a\u3088\u308a\u3082\u591a\u304f\u5b58\u5728\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<\/strong>\u307e\u3068\u3081<\/strong><\/h2>\n\n\n\n\u6b8b\u5dee\u5206\u6790\u306f\u3001\u8a55\u4fa1\u6307\u6a19\u306e\u6570\u5024\u3060\u3051\u3067\u306f\u898b\u3048\u306a\u3044\u30e2\u30c7\u30eb\u306e\u300c\u7656\u300d\u3092\u660e\u3089\u304b\u306b\u3057\u3066\u304f\u308c\u308b\u91cd\u8981\u306a\u5206\u6790\u624b\u6cd5\u3067\u3059\u3002Dataiku\u3067\u306f\u3001\u30e2\u30c7\u30eb\u4f5c\u6210\u5f8c\u306b\u6570\u30af\u30ea\u30c3\u30af\u3067\u3053\u308c\u3089\u306e\u5206\u6790\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306e\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u52b9\u7387\u7684\u306b\u56de\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\u6b8b\u5dee\u5206\u6790\u306e\u5404\u9805\u76ee\u3092\u6b63\u3057\u304f\u8aad\u307f\u89e3\u304f\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u3069\u306e\u3088\u3046\u306a\u50be\u5411\u3084\u8ab2\u984c\u304c\u3042\u308b\u306e\u304b\u3092\u5ba2\u89b3\u7684\u306b\u628a\u63e1\u3057\u3001\u6b21\u306e\u6539\u5584\u30a2\u30af\u30b7\u30e7\u30f3\u306b\u3064\u306a\u3052\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"
Dataiku\u306e\u6b8b\u5dee\u5206\u6790\uff08Residual Analysis\uff09\u306e\u898b\u65b9\u3092\u89e3\u8aac\u3002\u6b8b\u5dee\u306e\u57fa\u672c\u6982\u5ff5\u304b\u3089\u3001\u7d71\u8a08\u91cf\u30c6\u30fc\u30d6\u30eb\u30fb\u6b8b\u5dee\u5206\u5e03\u30fbQ-Q Plot\u306e\u5404\u9805\u76ee\u306e\u8aad\u307f\u89e3\u304d\u65b9\u307e\u3067\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 \u306f\u3058\u3081\u306b Dataiku\u3067\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u305f […]<\/p>\n","protected":false},"author":1,"featured_media":8381,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1251],"tags":[96,199,39],"class_list":["post-8380","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analysis","tag-ai","tag-dataiku","tag-39"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8380","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=8380"}],"version-history":[{"count":1,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8380\/revisions"}],"predecessor-version":[{"id":8382,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8380\/revisions\/8382"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/8381"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=8380"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=8380"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=8380"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\u753b\u9762\u4e0a\u90e8\u306b\u8868\u793a\u3055\u308c\u308b\u30c6\u30fc\u30d6\u30eb\u306b\u306f\u3001\u6b8b\u5dee\u306e\u5206\u5e03\u3092\u6570\u5024\u3067\u628a\u63e1\u3059\u308b\u305f\u3081\u306e\u7d71\u8a08\u91cf\u304c\u4e26\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
Min.\uff08\u6700\u5c0f\u5024\uff09\uff1a<\/strong>\u6700\u3082\u5927\u304d\u304f\u30de\u30a4\u30ca\u30b9\u306b\u632f\u308c\u305f\u6b8b\u5dee\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u304c\u6700\u3082\u904e\u5927\u4e88\u6e2c\u3057\u305f\u30b1\u30fc\u30b9\u306e\u8aa4\u5dee\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n Max.\uff08\u6700\u5927\u5024\uff09\uff1a<\/strong>\u6700\u3082\u5927\u304d\u304f\u30d7\u30e9\u30b9\u306b\u632f\u308c\u305f\u6b8b\u5dee\u3067\u3059\u3002\u30e2\u30c7\u30eb\u304c\u6700\u3082\u904e\u5c0f\u4e88\u6e2c\u3057\u305f\u30b1\u30fc\u30b9\u306b\u8a72\u5f53\u3057\u307e\u3059\u3002<\/p>\n\n\n\n Median\uff08\u4e2d\u592e\u5024\uff09\uff1a<\/strong>\u6b8b\u5dee\u3092\u5927\u304d\u3055\u9806\u306b\u4e26\u3079\u305f\u3068\u304d\u306e\u771f\u3093\u4e2d\u306e\u5024\u3067\u3059\u30020\u306b\u8fd1\u3051\u308c\u3070\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u5927\u304d\u306a\u504f\u308a\u304c\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n Average\uff08\u5e73\u5747\u5024\uff09\uff1a<\/strong>\u5168\u6b8b\u5dee\u306e\u5e73\u5747\u3067\u3059\u30020\u304b\u3089\u96e2\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306b\u7cfb\u7d71\u7684\u306a\u4e88\u6e2c\u30d0\u30a4\u30a2\u30b9\u304c\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n Standard deviation\uff08\u6a19\u6e96\u504f\u5dee\uff09\uff1a<\/strong>\u6b8b\u5dee\u306e\u3070\u3089\u3064\u304d\u306e\u5927\u304d\u3055\u3092\u793a\u3057\u307e\u3059\u3002\u5024\u304c\u5c0f\u3055\u3044\u307b\u3069\u4e88\u6e2c\u304c\u5b89\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n \u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\uff082nd, 25th, 75th, 90th, 98th\uff09\uff1a<\/strong>\u6b8b\u5dee\u306e\u5206\u5e03\u306e\u5e83\u304c\u308a\u3092\u6bb5\u968e\u7684\u306b\u628a\u63e1\u3059\u308b\u305f\u3081\u306e\u5024\u3067\u3059\u3002\u4f8b\u3048\u3070\u30012nd\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u306898th\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u306e\u5dee\u304c\u5927\u304d\u3044\u5834\u5408\u3001\u6975\u7aef\u306a\u8aa4\u5dee\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n \u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u6b8b\u5dee\u306e\u7d71\u8a08\u91cf\u30c6\u30fc\u30d6\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n \u6b8b\u5dee\u3092\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\uff08\u68d2\u30b0\u30e9\u30d5\uff09\u3067\u8868\u793a\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u6a2a\u8ef8\u304c\u6b8b\u5dee\u306e\u5024\u3001\u7e26\u8ef8\u304c\u305d\u306e\u6b8b\u5dee\u306e\u51fa\u73fe\u5272\u5408\u3092\u793a\u3057\u307e\u3059\u3002\u7406\u60f3\u7684\u306b\u306f\u30010\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u5de6\u53f3\u5bfe\u79f0\u306e\u30d9\u30eb\u578b\uff08\u6b63\u898f\u5206\u5e03\uff09\u306b\u306a\u308b\u3053\u3068\u304c\u671b\u307e\u3057\u3044\u3067\u3059\u3002\u30d4\u30fc\u30af\u304c0\u304b\u3089\u305a\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u4e88\u6e2c\u30d0\u30a4\u30a2\u30b9\u304c\u3042\u308a\u3001\u5de6\u53f3\u306e\u3069\u3061\u3089\u304b\u306b\u88fe\u304c\u9577\u304f\u4f38\u3073\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u4e00\u65b9\u5411\u306b\u6975\u7aef\u306a\u8aa4\u5dee\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002 \u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u6b8b\u5dee\u5206\u5e03\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n Jarque-Bera\uff1a<\/strong>\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u5b9a\u3059\u308b\u7d71\u8a08\u91cf\u3067\u3059\u3002p-value\u304c0.05\u672a\u6e80\u3067\u3042\u308c\u3070\u3001\u6b8b\u5dee\u306f\u6b63\u898f\u5206\u5e03\u3067\u306f\u306a\u3044\u3068\u5224\u65ad\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n Skewness\uff08\u6b6a\u5ea6\uff09\uff1a<\/strong>\u5206\u5e03\u306e\u5de6\u53f3\u306e\u975e\u5bfe\u79f0\u6027\u3092\u793a\u3057\u307e\u3059\u30020\u306b\u8fd1\u3051\u308c\u3070\u5bfe\u79f0\u3001\u6b63\u306e\u5024\u306a\u3089\u53f3\u306b\u88fe\u304c\u9577\u304f\u3001\u8ca0\u306e\u5024\u306a\u3089\u5de6\u306b\u88fe\u304c\u9577\u3044\u5206\u5e03\u3067\u3059\u3002<\/p>\n\n\n\n Kurtosis\uff08\u5c16\u5ea6\uff09\uff1a<\/strong>\u5206\u5e03\u306e\u88fe\u306e\u91cd\u3055\u3092\u793a\u3057\u307e\u3059\u3002\u6b63\u898f\u5206\u5e03\u306e\u5834\u5408\u306f3\u3067\u30013\u3088\u308a\u5927\u304d\u3044\u5834\u5408\u306f\u88fe\u304c\u91cd\u304f\u6975\u7aef\u306a\u5024\u304c\u591a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n \u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u7d71\u8a08\u7684\u691c\u5b9a\u5024\u306e\u4e00\u89a7\u3067\u3059\u3002<\/p>\n\n\n\n Q-Q Plot\uff08Quantile-Quantile Plot\uff09\u306f\u3001\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u308b\u304b\u3092\u8996\u899a\u7684\u306b\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306e\u30b0\u30e9\u30d5\u3067\u3059\u3002 \u4e0b\u8a18\u306e\u5199\u771f\u306f\u3001\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308bNormal Q-Q Plot\u3067\u3059\u3002<\/p>\n\n\n\n \u4eca\u56de\u306e\u30e2\u30c7\u30eb\u306e\u6b8b\u5dee\u5206\u6790\u7d50\u679c\u304b\u3089\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u304c\u8aad\u307f\u53d6\u308c\u307e\u3059\u3002<\/p>\n\n\n\n \u6b8b\u5dee\u306e\u5e73\u5747\u304c0\u3067\u306f\u306a\u3044\uff1a<\/strong>\u6b8b\u5dee\u306e\u5e73\u5747\u304c-56.948\u3067\u3042\u308a\u3001\u4e2d\u592e\u5024\u3082-53.065\u3068\u30de\u30a4\u30ca\u30b9\u5074\u306b\u305a\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5168\u4f53\u7684\u306b\u3084\u3084\u9ad8\u3081\u306b\u4e88\u6e2c\u3059\u308b\u50be\u5411\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n \u6b8b\u5dee\u306e\u3070\u3089\u3064\u304d\u306b\u504f\u308a\u304c\u3042\u308b\uff1a<\/strong>\u6700\u5c0f\u5024\u304c-1,864.0\u3001\u6700\u5927\u5024\u304c1,290.5\u3067\u3042\u308a\u3001\u30de\u30a4\u30ca\u30b9\u65b9\u5411\u3078\u306e\u632f\u308c\u5e45\u306e\u65b9\u304c\u5927\u304d\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u30022nd\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\uff08-474.65\uff09\u306898th\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\uff08391.63\uff09\u3092\u6bd4\u8f03\u3057\u3066\u3082\u3001\u30de\u30a4\u30ca\u30b9\u5074\u306e\u65b9\u304c\u7d76\u5bfe\u5024\u304c\u5927\u304d\u3044\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n \u6b8b\u5dee\u306f\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u306a\u3044\uff1a<\/strong> Jarque-Bera\u691c\u5b9a\u306e\u5024\u304c8,410\uff08p-value = 0\uff09\u3067\u3042\u308a\u3001\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u3067\u306f\u306a\u3044\u3053\u3068\u304c\u7d71\u8a08\u7684\u306b\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002Skewness\u304c0.001907\u3068\u307b\u307c0\u3067\u3042\u308b\u305f\u3081\u5de6\u53f3\u306e\u975e\u5bfe\u79f0\u6027\u306f\u5c0f\u3055\u3044\u3067\u3059\u304c\u3001Kurtosis\u304c9.616\u3068\u6b63\u898f\u5206\u5e03\u306e\u57fa\u6e96\u5024\uff083\uff09\u3092\u5927\u304d\u304f\u4e0a\u56de\u3063\u3066\u304a\u308a\u3001\u6975\u7aef\u306a\u8aa4\u5dee\u306e\u767a\u751f\u983b\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n Q-Q Plot\u3067\u3082\u4e21\u7aef\u306b\u9038\u8131\u304c\u898b\u3089\u308c\u308b\uff1a<\/strong>Q-Q Plot\u306b\u304a\u3044\u3066\u3001\u4e21\u7aef\u306e\u70b9\u304c\u30aa\u30ec\u30f3\u30b8\u306e\u76f4\u7dda\u304b\u3089\u5927\u304d\u304f\u5916\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u5de6\u4e0b\u5074\u306e\u9038\u8131\u304c\u9855\u8457\u3067\u3042\u308a\u3001\u5927\u304d\u306a\u30de\u30a4\u30ca\u30b9\u65b9\u5411\u306e\u6b8b\u5dee\u304c\u6b63\u898f\u5206\u5e03\u306e\u60f3\u5b9a\u3088\u308a\u3082\u591a\u304f\u5b58\u5728\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n \u6b8b\u5dee\u5206\u6790\u306f\u3001\u8a55\u4fa1\u6307\u6a19\u306e\u6570\u5024\u3060\u3051\u3067\u306f\u898b\u3048\u306a\u3044\u30e2\u30c7\u30eb\u306e\u300c\u7656\u300d\u3092\u660e\u3089\u304b\u306b\u3057\u3066\u304f\u308c\u308b\u91cd\u8981\u306a\u5206\u6790\u624b\u6cd5\u3067\u3059\u3002Dataiku\u3067\u306f\u3001\u30e2\u30c7\u30eb\u4f5c\u6210\u5f8c\u306b\u6570\u30af\u30ea\u30c3\u30af\u3067\u3053\u308c\u3089\u306e\u5206\u6790\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306e\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u52b9\u7387\u7684\u306b\u56de\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 Dataiku\u306e\u6b8b\u5dee\u5206\u6790\uff08Residual Analysis\uff09\u306e\u898b\u65b9\u3092\u89e3\u8aac\u3002\u6b8b\u5dee\u306e\u57fa\u672c\u6982\u5ff5\u304b\u3089\u3001\u7d71\u8a08\u91cf\u30c6\u30fc\u30d6\u30eb\u30fb\u6b8b\u5dee\u5206\u5e03\u30fbQ-Q Plot\u306e\u5404\u9805\u76ee\u306e\u8aad\u307f\u89e3\u304d\u65b9\u307e\u3067\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 \u306f\u3058\u3081\u306b Dataiku\u3067\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u305f […]<\/p>\n","protected":false},"author":1,"featured_media":8381,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1251],"tags":[96,199,39],"class_list":["post-8380","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analysis","tag-ai","tag-dataiku","tag-39"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8380","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=8380"}],"version-history":[{"count":1,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8380\/revisions"}],"predecessor-version":[{"id":8382,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8380\/revisions\/8382"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/8381"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=8380"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=8380"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=8380"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}<\/figure>\n\n\n\n<\/strong>\u6b8b\u5dee\u5206\u5e03\uff08Residuals distribution\uff09<\/strong><\/h2>\n\n\n\n
\u30aa\u30ec\u30f3\u30b8\u306e\u66f2\u7dda\u306f\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a\uff08KDE\uff09\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u3067\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u6ed1\u3089\u304b\u306b\u3057\u305f\u5206\u5e03\u306e\u5f62\u72b6\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<\/figure>\n\n\n\n<\/strong>\u7d71\u8a08\u7684\u691c\u5b9a\u5024<\/strong><\/h2>\n\n\n\n
<\/figure>\n\n\n\n<\/strong>Normal Q-Q Plot<\/strong><\/h2>\n\n\n\n
\u6a2a\u8ef8\u304c\u300c\u6b63\u898f\u5206\u5e03\u3060\u3063\u305f\u5834\u5408\u306b\u671f\u5f85\u3055\u308c\u308b\u5024\u300d\u3001\u7e26\u8ef8\u304c\u300c\u5b9f\u969b\u306e\u6b8b\u5dee\u306e\u5024\u300d\u3067\u3059\u3002\u70b9\u304c\u30aa\u30ec\u30f3\u30b8\u306e\u76f4\u7dda\u4e0a\u306b\u4e57\u3063\u3066\u3044\u308c\u3070\u6b8b\u5dee\u306f\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u307e\u3059\u3002\u76f4\u7dda\u304b\u3089\u5916\u308c\u3066\u3044\u308b\u90e8\u5206\u306f\u3001\u6b63\u898f\u5206\u5e03\u304b\u3089\u306e\u9038\u8131\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u7279\u306b\u4e21\u7aef\u3067\u5927\u304d\u304f\u5916\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u6975\u7aef\u306a\u5916\u308c\u5024\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<\/figure>\n\n\n\n<\/strong>\u4eca\u56de\u306e\u7d50\u679c\u304b\u3089\u5206\u304b\u308b\u3053\u3068<\/strong><\/h2>\n\n\n\n
<\/strong>\u307e\u3068\u3081<\/strong><\/h2>\n\n\n\n
\u6b8b\u5dee\u5206\u6790\u306e\u5404\u9805\u76ee\u3092\u6b63\u3057\u304f\u8aad\u307f\u89e3\u304f\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u3069\u306e\u3088\u3046\u306a\u50be\u5411\u3084\u8ab2\u984c\u304c\u3042\u308b\u306e\u304b\u3092\u5ba2\u89b3\u7684\u306b\u628a\u63e1\u3057\u3001\u6b21\u306e\u6539\u5584\u30a2\u30af\u30b7\u30e7\u30f3\u306b\u3064\u306a\u3052\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"