{"id":1480,"date":"2024-10-29T13:21:07","date_gmt":"2024-10-29T04:21:07","guid":{"rendered":"https:\/\/www.feg.co.jp\/?post_type=column&#038;p=1480"},"modified":"2024-11-21T15:25:53","modified_gmt":"2024-11-21T06:25:53","slug":"%e6%b6%88%e8%b2%bb%e8%80%85%e7%89%a9%e4%be%a1%e6%8c%87%e6%95%b0%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e7%94%a8%e3%81%84%e3%81%9fpython%e3%81%ab%e3%82%88%e3%82%8b%e7%89%a9%e4%be%a1%e5%8b%95%e5%90%91","status":"publish","type":"column","link":"https:\/\/www.feg.co.jp\/column\/%e6%b6%88%e8%b2%bb%e8%80%85%e7%89%a9%e4%be%a1%e6%8c%87%e6%95%b0%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e7%94%a8%e3%81%84%e3%81%9fpython%e3%81%ab%e3%82%88%e3%82%8b%e7%89%a9%e4%be%a1%e5%8b%95%e5%90%91\/","title":{"rendered":"\u6d88\u8cbb\u8005\u7269\u4fa1\u6307\u6570\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305fPython\u306b\u3088\u308b\u7269\u4fa1\u52d5\u5411\u4e88\u6e2c"},"content":{"rendered":"<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1076\" src=\"\/wp-content\/uploads\/2024\/10\/AdobeStock_818108874-1920x1076.jpeg\" alt=\"\" class=\"wp-image-1486\" srcset=\"https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/AdobeStock_818108874-1920x1076.jpeg 1920w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/AdobeStock_818108874-360x202.jpeg 360w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/AdobeStock_818108874-768x430.jpeg 768w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/AdobeStock_818108874-1536x861.jpeg 1536w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/AdobeStock_818108874-2048x1148.jpeg 2048w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u30b5\u30de\u30ea<\/h2>\n\n\n\n<p class=\"has-background\" style=\"background-color:#eaeaea\">\u30fb\u76f4\u8fd15\u5e74\u306e\u7269\u4fa1\u4e0a\u6607\u50be\u5411\u306f1986\u5e743\u6708\u304b\u3089\u306e\u4e0a\u6607\u306b\u985e\u4f3c<br>\u30fb\u4f46\u3057\u30012020\u5e74\u57fa\u6e96\u3067\u30a6\u30a7\u30a4\u30c8\u306e\u9ad8\u3044\u98df\u6599\u3001\u4f4f\u5c45\u3001\u4ea4\u901a\u30fb\u901a\u4fe1\u3001\u3092\u6bd4\u8f03\u3059\u308b\u3068\u7570\u306a\u308b\u52d5\u304d<br>\u30fb1986\u5e743\u6708\u304b\u3089\u306e\u4e0a\u6607\u7387\u309210\u5e74\u89b3\u5bdf\u3059\u308b\u3068\u8d77\u70b9\u304b\u308914\uff05\u4e0a\u6607<br>\u30fb\u3053\u306e\u50be\u5411\u3092\u305d\u306e\u307e\u307e\u5f53\u3066\u306f\u3081\u308b\u3068\u3001\u3055\u3089\u306b4\uff05\u30dd\u30a4\u30f3\u30c8\u7a0b\u5ea6\u4e0a\u6607\u3059\u308b\u53ef\u80fd\u6027\u3082<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u65e5\u672c\u306e\u7269\u4fa1\u306f\u3001\u65e5\u672c\u9280\u884c\u306b\u3088\u308b\u30a4\u30f3\u30d5\u30ec\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u3057\u305f\u7d99\u7d9a\u7684\u306a\u91d1\u878d\u7de9\u548c\u306b\u52a0\u3048\u3001\u30b3\u30ed\u30ca\u798d\u304b\u3089\u306e\u7acb\u3061\u4e0a\u304c\u308a\u306b\u4f34\u3046\u4e16\u754c\u7684\u306a\u30a8\u30cd\u30eb\u30ae\u30fc\u30fb\u98df\u6599\u9700\u8981\u306e\u5897\u52a0\u3001\u3055\u3089\u306b\u306f\u9732\u30a6\u7d1b\u4e89\u7b49\u3082\u5f71\u97ff\u3057\u4e0a\u6607\u3092\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<br>\u4eca\u56de\u306f\u3001\u6d88\u8cbb\u8005\u7269\u4fa1\u7d71\u8a08\u3092\u7528\u3044\u3001\u76f4\u8fd1\u306e\u6307\u6570\u306e\u52d5\u304d\u3068\u985e\u4f3c\u3059\u308b\u904e\u53bb\u306e\u6642\u671f\u306e\u30c7\u30fc\u30bf\u3092\u7279\u5b9a\u3057\u89b3\u5bdf\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5229\u7528\u30c7\u30fc\u30bf<\/h2>\n\n\n\n<p>\u5206\u6790\u306b\u7528\u3044\u305f\u30c7\u30fc\u30bf\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u56f3\u88681\u3000\u5229\u7528\u30c7\u30fc\u30bf\u3000[\u203b\u5206\u6790\u5bfe\u8c61\u9805\u76ee\u306f\u3001\u7dcf\u5408\u6307\u6570\u53ca\u3073\uff11\uff10\u5927\u8cbb\u76ee\u6307\u6570]<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"799\" height=\"76\" src=\"\/wp-content\/uploads\/2024\/10\/\u56f3\u88681.png\" alt=\"\u7dcf\u52d9\u7701\u300c\u6d88\u8cbb\u8005\u7269\u4fa1\u6307\u6570\u300d\u5229\u7528\u30c7\u30fc\u30bf\u5185\u5bb9\" class=\"wp-image-1482\" srcset=\"https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/\u56f3\u88681.png 799w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/\u56f3\u88681-360x34.png 360w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/\u56f3\u88681-768x73.png 768w\" sizes=\"auto, (max-width: 799px) 100vw, 799px\" \/><\/figure><\/div>\n\n\n<p class=\"has-text-color has-link-color has-small-font-size wp-elements-12a965d0a18546edf6cd85ba8a537d45\" style=\"color:#808080\">\u203b\u672c\u8cc7\u6599\u4e2d\u306e\u30b0\u30e9\u30d5\u3001\u8868\u306f\u3001\u4e0a\u8a18\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3057\u3066FEG\u304c\u4f5c\u6210<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5206\u6790\u65b9\u91dd<\/h2>\n\n\n\n<p>\u5206\u6790\u306b\u5f53\u305f\u3063\u3066\u306f\u3001\u4e0b\u8a18\u306e\u65b9\u91dd\u3067\u9032\u3081\u307e\u3059\u3002<br>\u30fb\u4e88\u65ad\u3092\u6301\u305f\u305a\u306b\u30c7\u30fc\u30bf\u5206\u6790\u306e\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u4fe1\u7528\u3057\u307e\u3059\u3002<br>\u30fb\u666f\u6c17\u306e1\u30b5\u30a4\u30af\u30eb\u30925\u5e74\u3068\u60f3\u5b9a\u3057\u3001\u76f4\u8fd15\u5e74[2019\u5e746\u6708\uff5e2024\u5e745\u6708\u3001\u4ee5\u4e0b\u76f4\u8fd1\u30c7\u30fc\u30bf]\u306e\u52d5\u304d\u3068\u985e\u4f3c\u3059\u308b\u904e\u53bb\u306e\u6642\u671f\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<br>\u30fb\u985e\u4f3c\u306e\u8a08\u6e2c\u306b\u306f\u3001\u904e\u53bb\u30c7\u30fc\u30bf\u304b\u30895\u5e74\u306e\u6d88\u8cbb\u8005\u7269\u4fa1\u6307\u6570[\u4ee5\u4e0b\u3001\u904e\u53bb\u30c7\u30fc\u30bf]\u3092\u629c\u304d\u51fa\u3057\u3001\u904e\u53bb\u30c7\u30fc\u30bf\u53ca\u3073\u76f4\u8fd1\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u8d77\u70b9\u3092100\u3068\u306a\u308b\u3088\u3046\u6307\u6570\u5316\u3057\u305f\u4e0a\u30672\u3064\u306e\u6307\u6570\u30e9\u30a4\u30f3\u306e\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3092\u8a08\u6e2c\u3057\u3001\u6700\u3082\u3053\u306e\u8ddd\u96e2\u304c\u77ed\u3044\u904e\u53bb\u6642\u70b9\u3092\u985e\u4f3c\u6642\u70b9\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u307e\u3059\u3002<br>\u30fb\u904e\u53bb\u30c7\u30fc\u30bf\u306e\u9078\u629e\u306b\u306f\u3001\u76f4\u8fd1\u30c7\u30fc\u30bf\u3092\u542b\u307e\u306a\u30445\u5e74\u306e\u671f\u9593\u30921\u30f6\u6708\u305a\u3064\u305a\u3089\u3057\u305f\u30c7\u30fc\u30bf\u3092\u5168\u3066\u8abf\u67fb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5206\u6790\u30d7\u30ed\u30b0\u30e9\u30e0<\/h2>\n\n\n\n<p>Python Ver 3.8.5\u3092\u7528\u3044\u3001\u904e\u53bb\u30c7\u30fc\u30bf\u306e\u5404\u8d77\u70b9\u6bce\u306b\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3092\u7b97\u51fa\u3057\u3001\u6700\u3082\u8ddd\u96e2\u306e\u77ed\u3044\u8d77\u70b9\u3092\u63a2\u7d22\u3057\u307e\u3057\u305f\u3002<br>Python\u306b\u3088\u308b\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import numpy as np\nimport pandas as pd\n##\u30c7\u30fc\u30bf\u8aad\u8fbc\ndir=&quot;\/\u6d88\u8cbb\u8005\u7269\u4fa1\/&quot;\nfile=dir+&quot;\u6d88\u8cbb\u8005\u7269\u4fa1_\u5927\u5206\u985e.csv&quot;\ndf=pd.read_csv(file)\ndd=df.dropna(how=&#39;any&#39;) #\u30ed\u30b9\u30c8\u30ec\u30b3\u30fc\u30c9\u306a\u3057\nyyyymm=dd.yyyymm\nddf=dd.drop([&#39;yyyymm&#39;],axis=1)\n#\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u95a2\u6570\u5b9a\u7fa9\ndef dist_euc(a, b):\n    return np.sqrt(np.sum((a-b)**2))\nnrow,ncol=ddf.shape\n#\u7a93\u3092\u305a\u3089\u3057\u306a\u304c\u3089\u76f8\u95a2\u8a08\u6e2c\nxx=pd.DataFrame()\nwin=60\nfor nm in ddf.columns:\n    moto=pd.DataFrame(ddf[nm].iloc[nrow-win:]).reset_index(drop=&#39;True&#39;)\n    #\u6307\u6570\u5316\n    moto=moto\/moto.iloc[0]*100\n    cd=pd.DataFrame()\n    for i in range(win+1,nrow-win+1):\n        comp=pd.DataFrame(ddf[nm].iloc[nrow-win-i:-i]).reset_index(drop=&#39;True&#39;)\n        comp.columns=[&#39;comp&#39;]\n        #\u6307\u6570\u5316\n        comp=comp\/comp.iloc[0]*100\n        #\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\n        dist=pd.Series(dist_euc(moto.iloc[:,0],comp.iloc[:,0]))\n        ii=pd.Series(yyyymm.iloc[nrow-win-i])\n        ccd=pd.concat([ii,dist],axis=1)\n        ccd.columns=[&#39;ym_start&#39;,&#39;u_dist&#39;]\n        cd=pd.concat([cd,ccd],axis=0)\n    x=cd[cd.u_dist==cd.u_dist.min()]\n    vv=pd.DataFrame([win,nm]).T\n    vv.columns=[&#39;win&#39;,&#39;hinmoku&#39;]\n    x=pd.concat([vv,x],axis=1)\n    xx=pd.concat([xx,x],axis=0)\nprint(xx)<\/code><\/pre><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u5206\u6790\u7d50\u679c<\/h2>\n\n\n\n<p>\u7dcf\u5408\u6307\u6570[\u4e0b\u8868No.1]\u53ca\u3073\uff11\uff10\u5927\u8cbb\u76ee[\u4e0b\u8868No.2\uff5e11]\u306e\u6700\u985e\u4f3c\u8d77\u70b9\u3092\u8abf\u67fb\u3057\u305f\u7d50\u679c\u306f\u4e0b\u8868\u306e\u901a\u308a\u3067\u3001\u7dcf\u5408\u6307\u6570\u306f1986\u5e743\u6708\u3092\u8d77\u70b9\u3068\u3059\u308b5\u5e74\u9593\u304c\u76f4\u8fd1\u30c7\u30fc\u30bf\u3068\u6700\u3082\u985e\u4f3c\u3057\u3066\u3044\u308b\u4e8b\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u56f3\u88682 \u7dcf\u5408\u6307\u6570\u53ca\u307310\u5927\u8cbb\u76ee\u306e\u6700\u985e\u4f3c\u8d77\u70b9\u3068\u6700\u5c0f\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"584\" height=\"301\" src=\"\/wp-content\/uploads\/2024\/10\/\u56f3\u88682.png\" alt=\"\u6d88\u8cbb\u8005\u7269\u4fa1\u6307\u6570\u7dcf\u5408\u6307\u6570\u53ca\u307310\u5927\u8cbb\u76ee\u306e\u6700\u985e\u4f3c\u8d77\u70b9\u3068\u6700\u5c0f\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u306e\u8868\" class=\"wp-image-1483\" srcset=\"https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/\u56f3\u88682.png 584w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/\u56f3\u88682-360x186.png 360w\" sizes=\"auto, (max-width: 584px) 100vw, 584px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u679c\u306e\u89b3\u5bdf<\/h2>\n\n\n\n<p>\u7dcf\u5408\u6307\u6570\u3092\u5bfe\u8c61\u306b\u3001\u904e\u53bb\u30c7\u30fc\u30bf\u309210\u5e74\u9593\u3001\u76f4\u8fd1\u30c7\u30fc\u30bf\u30925\u5e74\u9593\u3001\u8d77\u70b9\u3092\u63c3\u3048\u3066\u30b0\u30e9\u30d5\u5316\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u56f3\u88683\u3000\u6d88\u8cbb\u8005\u7269\u4fa1\uff08\u5168\u56fd\uff09\u7dcf\u5408\u6307\u6570\u306e\u63a8\u79fb\uff08\u8d77\u70b9\uff1d100\uff09<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"997\" src=\"\/wp-content\/uploads\/2024\/10\/\u56f3\u88683-1920x997.png\" alt=\"1986\u5e743\u6708\u8d77\u70b9\u30682019\u5e746\u6708\u8d77\u70b9\u306e\u6d88\u8cbb\u8005\u7269\u4fa1\uff08\u5168\u56fd\uff09\u7dcf\u5408\u6307\u6570\u306e\u63a8\u79fb\u30b0\u30e9\u30d5\" class=\"wp-image-1484\" style=\"width:750px\" srcset=\"https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/\u56f3\u88683-1920x997.png 1920w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/\u56f3\u88683-360x187.png 360w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/\u56f3\u88683-768x399.png 768w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/\u56f3\u88683-1536x798.png 1536w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/10\/\u56f3\u88683-2048x1063.png 2048w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/figure><\/div>\n\n\n<p>\u78ba\u304b\u306b\u3001\u8d77\u70b9\u304b\u30895\u5e74\u9593\u306e\u52d5\u304d\u306f\u304b\u306a\u308a\u4f3c\u3066\u3044\u308b\u5370\u8c61\u3067\u3059\u3002<br>\u4eee\u306b\u30012024\u5e746\u6708\u304b\u30895\u5e74\u9593\u306e\u52d5\u304d\u304c1986\u5e743\u6708\u4ee5\u964d\u306e10\u5e74\u9593\u3068\u540c\u69d8\u3060\u3068\u4eee\u5b9a\u3059\u308b\u3068\u3001\u307e\u3060\u307e\u3060\u7269\u4fa1\u306f\u4e0a\u6607\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u5c1a\u30011986\u5e743\u6708\u304b\u30895\u5e74\u5f8c\u306e10\u5927\u8cbb\u76ee\u306e\u52d5\u304d\u306f\u3001\u4e0b\u8868\u306e\u901a\u308a\u7dcf\u5408\u6307\u6570\u3068\u306f\u304b\u306a\u308a\u7570\u306a\u3063\u3066\u3044\u308b\u3082\u306e\u304c\u591a\u3044\u72b6\u614b\u3067\u3059\u3002<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u56f3\u88684 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href=\"https:\/\/www.feg.co.jp\/services\/%e5%95%86%e5%93%81%e3%83%ac%e3%82%b3%e3%83%a1%e3%83%b3%e3%83%89%e3%83%a2%e3%83%87%e3%83%ab%e6%a7%8b%e7%af%89\/\" title=\"\">\u5546\u54c1\u30ec\u30b3\u30e1\u30f3\u30c9\u30e2\u30c7\u30eb\u69cb\u7bc9<\/a><br><a href=\"https:\/\/www.feg.co.jp\/list_credit\/\" title=\"\u3082\u3063\u3068\u898b\u308b\">\u3082\u3063\u3068\u898b\u308b<\/a>\u3000<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/www.feg.co.jp\/contact\/\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"480\" src=\"\/wp-content\/uploads\/2024\/07\/\u30b5\u30fc\u30d3\u30b9\u554f\u3044\u5408\u308f\u305b\u30dc\u30bf\u30f3-1.png\" alt=\"\" class=\"wp-image-1399\" style=\"width:410px;height:auto\" srcset=\"https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/07\/\u30b5\u30fc\u30d3\u30b9\u554f\u3044\u5408\u308f\u305b\u30dc\u30bf\u30f3-1.png 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