{"id":2504,"date":"2018-06-22T00:25:50","date_gmt":"2018-06-21T15:25:50","guid":{"rendered":"https:\/\/normalblog.net\/system\/?p=2504"},"modified":"2021-04-01T01:11:18","modified_gmt":"2021-03-31T16:11:18","slug":"crypto-currency-trade-bot","status":"publish","type":"post","link":"https:\/\/normalblog.net\/system\/crypto-currency-trade-bot\/","title":{"rendered":"\u4eee\u60f3\u901a\u8ca8\u306e\u30c8\u30ec\u30fc\u30c9BOT\u958b\u767a\u8a18\u9332"},"content":{"rendered":"<p>\u7a81\u7136\u3067\u3059\u304c\u3001\u4eee\u60f3\u901a\u8ca8\u306e\u30c8\u30ec\u30fc\u30c9BOT\u958b\u767a\u8a18\u9332\u3092\u59cb\u3081\u307e\u3059\u3002<\/p>\n<h2>2018\/06\/12~2018\/06-13\u306e\u958b\u767a\u8a18\u9332<\/h2>\n<p>node.js\u7248\u304c\u5148\u305a\u76ee\u306b\u5165\u3063\u305f\u306e\u3067\u3001node.js\u7248\u3067\u6ce8\u6587\u51fa\u6765\u308b\u3068\u3053\u308d\u307e\u3067\u3092\u4f5c\u3063\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p>\u74b0\u5883\u69cb\u7bc9\u306f\u306a\u3093\u3068\u3001node.js\u3060\u3051\u3002\u7c21\u5358\u904e\u304e\u308b\u3002<\/p>\n<p><blockquote class=\"wp-embedded-content\" data-secret=\"Be08VxlVpt\"><a href=\"https:\/\/normalblog.net\/system\/nodejs-install\/\">Node.js\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb by Windows8.1<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Node.js\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb by Windows8.1&#8221; &#8212; NormalBlog.net\" src=\"https:\/\/normalblog.net\/system\/nodejs-install\/embed\/#?secret=evrWkcnQbA#?secret=Be08VxlVpt\" data-secret=\"Be08VxlVpt\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066BOT\u3092\u898b\u3088\u3046\u898b\u307e\u306d\u3067\u4f5c\u3063\u305f\u3068\u3053\u308d\u307e\u3067\u306f\u826f\u304b\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u9032\u3081\u3066\u3044\u304f\u3046\u3061\u306bpython\u306e\u65b9\u304c\u76db\u308a\u4e0a\u304c\u3063\u3066\u304a\u308a\u3001\u4fbf\u5229\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u304b\u591a\u3044\u611f\u304c\u3042\u3063\u305f\u306e\u3067\u3001\u65e9\u304f\u3082node.js\u7248\u3067\u306e\u958b\u767a\u3092\u3053\u3053\u3067\u3084\u3081\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de4\u6642\u9593\u3000\u8a084\u6642\u9593<\/p>\n<h2>2018\/06\/22\u306e\u958b\u767a\u8a18\u9332<\/h2>\n<p>python\u7248\u306b\u3068\u308a\u304b\u304b\u308a\u307e\u3059\u3002\u958b\u767a\u74b0\u5883\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002\u7c21\u5358\u3067\u3057\u305f\u3002<\/p>\n<p>python\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f3.6.5\u3067\u3059\u3002python\u3060\u3068\u3053\u306e\u30b3\u30fc\u30c9\u306f\u3069\u3046\u66f8\u304f\u306e\u304b\u306a\uff1f\u3068\u304b\u8abf\u3079\u3066\u3044\u308b\u6642\u306b\u7d50\u69cb3\u7cfb\u304b\u3089\u5909\u308f\u3063\u3066\u3044\u308b\u3088\u3046\u306a\u306e\u3067\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\u4eca\u306e\u3068\u3053\u308d(2018\/7\/22\u6642\u70b9\uff09\u3067\u306f3\u7cfb\u306b\u3057\u3066\u826f\u304b\u3063\u305f\u3068\u3044\u3046\u611f\u60f3\u3067\u3059\u3002<\/p>\n<pre class=\"\">python --version\nPython 3.6.5 :: Anaconda, Inc.<\/pre>\n<p><blockquote class=\"wp-embedded-content\" data-secret=\"BGuUACDODY\"><a href=\"https:\/\/normalblog.net\/system\/anaconda-install\/\">Python\u958b\u767a\u30c4\u30fc\u30ebAnaconda\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Python\u958b\u767a\u30c4\u30fc\u30ebAnaconda\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb&#8221; &#8212; NormalBlog.net\" src=\"https:\/\/normalblog.net\/system\/anaconda-install\/embed\/#?secret=m55tLCj3Ge#?secret=BGuUACDODY\" data-secret=\"BGuUACDODY\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>\u4eca\u56de2\u6642\u9593\u3000\u8a086\u6642\u9593<\/p>\n<h2>2018\/06\/23~2018\/06\/26\u306e\u958b\u767a\u8a18\u9332<\/h2>\n<p>bitFlyer\u306eAPI\u3001cryptowatch\u306eAPI\u3092\u30c6\u30b9\u30c8\u4f7f\u7528\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p>ccxt\u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u512a\u79c0\u3068\u3044\u3046\u4e8b\u3067\u65e9\u901f\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p><a href=\"https:\/\/github.com\/ccxt\/ccxt\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/github.com\/ccxt\/ccxt<\/a><\/p>\n<pre class=\"lang:python decode:true \">pip install ccxt<\/pre>\n<p>API\u3092\u53e9\u304f\u70ba\u306e\u30d1\u30e9\u30e1\u30bf\u8a2d\u5b9a\u306e\u5b9a\u578b\u6587\u306a\u3069\u307e\u3068\u307e\u3063\u3066\u3044\u308b\u306e\u3067\u3001\uff11\u884c\u3067\u6ce8\u6587\u51fa\u6765\u305f\u308a\u3057\u307e\u3059\u3002\u4f5c\u3089\u308c\u305f\u30e1\u30bd\u30c3\u30c9\u3092\u547c\u3076\u5f62\u306a\u306e\u3067\u7d44\u307f\u8fbc\u307f\u3084\u3059\u3044\u3067\u3059\u306d\u3002<\/p>\n<p>python\u306f\u521d\u3081\u3066\u3060\u3063\u305f\u306e\u3067\u52c9\u5f37\u3057\u306a\u304c\u3089\u3067\u3001\u307e\u3060\u66f8\u304d\u65b9\u30fb\u3071\u3063\u3068\u898b\u304f\u3089\u3044\u3067\u3059\u304c\u3001ruby\u306b\u4f3c\u3066\u3044\u308b\u3088\u3046\u306a\u611f\u3058\u304c\u3057\u307e\u3059\u3002<\/p>\n<p>\u30c6\u30b9\u30c8\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u6ce8\u6587\u30fb\u30ad\u30e3\u30f3\u30bb\u30eb\u30fb\u6c7a\u6e08\u3092\u81ea\u52d5\u7a3c\u50cd\u3059\u308b\u3068\u3053\u308d\u307e\u3067\u52d5\u304b\u3057\u307e\u3057\u305f\u3002\u5b9f\u969b\u306b\u6ce8\u6587\u51fa\u6765\u308b\u3068\u3053\u308d\u307e\u3067\u6765\u305f\u306e\u3067\u697d\u3057\u3044\u3067\u3059\u3002<\/p>\n<p>\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u306f\u8efd\u304f\u3067\u3059\u304c\u89e6\u308c\u3089\u308c\u305f\u306e\u3067\u3001\u6b21\u304b\u3089\u306fBOT\u306e\u6838\u3068\u306a\u308b\u30c8\u30ec\u30fc\u30c9\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u30c4\u30fc\u30eb\u3001\u5185\u90e8\u30a4\u30f3\u30b8\u30b1\u30fc\u30bf\u306e\u5b9f\u88c5\u306b\u5165\u3063\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u3069\u3046\u3044\u3046BOT\u306b\u3057\u3088\u3046\u304b\u3044\u304f\u3064\u304b\u8003\u3048\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30ec\u30f3\u30b8\u30b9\u30ad\u30e3\u7cfbBOT<\/li>\n<li>\u6a5f\u68b0\u7684\u30b9\u30d7\u30ec\u30c3\u30c9\u30b9\u30ad\u30e3\u7cfbBOT<\/li>\n<li>\u4e2d\u9577\u671f\u3067\u306e\u8907\u5408\u30a4\u30f3\u30b8\u7cfbBOT<\/li>\n<li>\u88c1\u91cf\u30b9\u30ad\u30e3\u30b5\u30dd\u30fc\u30c8\u30c4\u30fc\u30eb<\/li>\n<\/ul>\n<p>\u305f\u3076\u3093\u30b3\u30c4\u304c\u308f\u304b\u3063\u3066\u4f5c\u308a\u59cb\u3081\u305f\u3089\u958b\u767a\u6642\u9593\u306f\u5c11\u306a\u3044\u306f\u305a\u3002\u3068\u308a\u3042\u3048\u305a\u5168\u90e8\u4f5c\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u304b\u3089\u304c\u672c\u5f53\u306e\u59cb\u307e\u308a\u3067\u3059\u3002\u308f\u304f\u308f\u304f\u3002<\/p>\n<p>\u4eca\u56de4\u6642\u9593\u3000\u8a0810\u6642\u9593<\/p>\n<h2>2018\/07\/10~2018\/07\/21\u306e\u958b\u767a\u8a18\u9332<\/h2>\n<p>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u30d9\u30fc\u30b9\u306b\u30ed\u30b8\u30c3\u30af\u90e8\u5206\u3060\u3051\u306e\u7d44\u307f\u63db\u3048\u3092\u884c\u3063\u3066\u3001\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3067\u53ce\u76ca\u304c\u3069\u3046\u306a\u308b\u304b\u8272\u3005\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p>\u5f53\u521d\u3084\u3063\u3066\u307f\u305f\u304b\u3063\u305fEMA\u7cfb\u304b\u3089\u7740\u624b\u3002EMA\u3060\u3051\u3092\u898b\u3066\u30a8\u30f3\u30c8\u30ea\u30fb\u30a4\u30b0\u30b8\u30c3\u30c8\u3057\u3066\u307f\u308b\u3068\u3044\u3046\u3082\u306e\u3002EMA\u6307\u6570\u3092\u8abf\u6574\u3057\u3066\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u304c\u3001\u3053\u308c\u3060\u3051\u3067\u306f\u5f53\u7136\u52dd\u3066\u308b\u308f\u3051\u304c\u306a\u304f\u30012017\u5e74\u672b\u306e\u3088\u3046\u306a\u4e00\u65b9\u5411\u76f8\u5834\u3067\u306a\u3044\u9650\u308a\u30d7\u30e9\u30b9\u306b\u306f\u306a\u3089\u306a\u3044\u2026\u3002\u305d\u3053\u304b\u3089EMA\u3068\u76f4\u8fd1\u7d42\u5024\u306e\u4e56\u96e2\u7387\u3092\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u3057\u305f\u308a\u3001\u5229\u78ba\u30fb\u640d\u5207\u308a\u5e45\u3092\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u3057\u305f\u308a\u3001\u8272\u3005\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u5897\u3048\u3059\u304e\u305f\u4e8b\u306b\u3088\u308a\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u53ce\u76ca\u304c\u3069\u3046\u5909\u308f\u308b\u304b\u3092\u63a2\u3059\u624b\u9593\u304c\u5897\u3048\u3066\u304d\u307e\u3057\u305f\u3002\u305d\u308d\u305d\u308d\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u67fb\u51fa\u6765\u308b\u3088\u3046\u306b\u3001\u30d0\u30c3\u30c1\u3092\u30d1\u30bf\u30fc\u30f3\u5225\u306b\u5b9f\u884c\u3059\u308b\u30d0\u30c3\u30c1\u3092\u4f5c\u308b\u4e8b\u304c\u5fc5\u8981\u306b\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>matplotlib \u3068 pandas \u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u7d50\u679c\u3092\u30b0\u30e9\u30d5\u5316\u3059\u308b\u4e8b\u304c\u51fa\u6765\u307e\u3057\u305f\u3002\u307e\u3060\u5168\u7136\u6539\u826f\u306e\u4f59\u5730\u304c\u3042\u308a\u3001\u3053\u308c\u3092\u30d9\u30fc\u30b9\u306b\u53ef\u8996\u5316\u3057\u306a\u304c\u3089\u6539\u826f\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u307e\u3067\u3001\u3061\u3087\u3063\u3068\u305a\u3064\u62fe\u3044\u7269\u30b3\u30fc\u30c9\u3092\u30d9\u30fc\u30b9\u306b\u4fee\u6b63\u3057\u3066\u304d\u305f\u306e\u3067\u3059\u304c\u3001\u305d\u306e\u5834\u3057\u306e\u304e\u306e\u30d5\u30e9\u30b0\u6761\u4ef6\u5206\u5c90\u306a\u30b3\u30fc\u30c9\u304c\u5897\u3048\u3066\u304d\u307e\u3057\u305f\u3002\u4eca\u5f8c\u306e\u62e1\u5f35\u6027\u3092\u8003\u616e\u3057\u3066\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u3067\u4e00\u304b\u3089\u4f5c\u308a\u76f4\u305d\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u4ed6\u3001\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3092\u8907\u6570\u306e\u8db3\u3067\u6e2c\u5b9a\u51fa\u6765\u308b\u3088\u3046\u306b\u904e\u53bb\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f5c\u308a\u307e\u3057\u305f\u3002\u8907\u6570\u306e\u51e6\u7406\u3092Anaconda\u3067\u540c\u6642\u306b\u8d70\u3089\u305b\u308b\u70ba\u306b\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u3092\u5b9f\u88c5\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u30b5\u30f3\u30d7\u30eb\u306f\u3053\u3061\u3089\u306b\u8ffd\u8a18<\/p>\n<p><blockquote class=\"wp-embedded-content\" data-secret=\"h62fQYrqct\"><a href=\"https:\/\/normalblog.net\/system\/python-memo\/\">Python\u899a\u3048\u305f\u4e8b\u30fb\u5fd8\u308c\u305d\u3046\u306a\u4e8b\u3092\u500b\u4eba\u7528\u306b\u30e1\u30e2\u3057\u3066\u3044\u304f\u30da\u30fc\u30b8<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Python\u899a\u3048\u305f\u4e8b\u30fb\u5fd8\u308c\u305d\u3046\u306a\u4e8b\u3092\u500b\u4eba\u7528\u306b\u30e1\u30e2\u3057\u3066\u3044\u304f\u30da\u30fc\u30b8&#8221; &#8212; NormalBlog.net\" src=\"https:\/\/normalblog.net\/system\/python-memo\/embed\/#?secret=HUzF4mJ2hz#?secret=h62fQYrqct\" data-secret=\"h62fQYrqct\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>\u52dd\u3066\u308b\u304b\u3069\u3046\u304b\u3001\u3068\u308a\u3042\u3048\u305aEMA\u7cfb\u306eBOT\u3067\u30d7\u30e9\u30b9\u53ce\u76ca\u304c\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3067\u51fa\u3066\u304f\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u4e00\u756a\u5927\u5207\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u4f55\u304b\u3068\u3044\u3046\u4e8b\u3082\u308f\u304b\u3063\u3066\u304d\u307e\u3057\u305f\u3002\u305f\u3060\u3001\u73fe\u72b6\u306e\u4f5c\u308a\u3067\u306f\u30b7\u30f3\u30d7\u30eb\u3067\u306f\u306a\u3044\u306e\u3067\u3001\u3084\u306f\u308a\u30d5\u30ec\u30fc\u30e0\u304b\u3089\u4f5c\u308a\u76f4\u3057\u3066\u3001\u7121\u99c4\u306a\u53d6\u5f15\u3092\u6392\u9664\u3057\u3066\u3082\u3063\u3068\u5229\u76ca\u3092\u5b89\u5b9a\u3055\u305b\u308b\u70ba\u306b\u6539\u5584\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u8a66\u3057\u3066\u307f\u3066\u611f\u3058\u305f\u4e8b\u3067\u3059\u304c\u3001\u76f8\u5834\u74b0\u5883\u306e\u5909\u5316\uff08\u30c8\u30ec\u30f3\u30c9\u8ee2\u63db\u3060\u3051\u3067\u306a\u304f\u5024\u52d5\u304d\u306e\u898f\u5247\u6027\u306e\u5909\u5316\uff09\u304c\u8d77\u304d\u308b\u3068\u3001\u52dd\u3066\u308b\u30d1\u30bf\u30fc\u30f3\u3082\u52dd\u3066\u306a\u304f\u306a\u308b\u3068\u3044\u3046\u4e8b\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002\u52dd\u3066\u308b\u30ed\u30b8\u30c3\u30af\u304c\u51fa\u3066\u304d\u305f\u3068\u3059\u308b\u3068\u3001\u305d\u308c\u3092\u72e9\u308b\u3088\u3046\u306a\u52d5\u304d\u304c\u51fa\u3066\u304f\u308b\u3088\u3046\u306b\u611f\u3058\u307e\u3059\u3002\u8a73\u3057\u304f\u306f\u66f8\u3051\u307e\u305b\u3093\u304c\u3001\u4ed6\u3092\u898b\u3066\u3082\u305d\u308c\u306f\u5f53\u7136\u306e\u4e0a\u3067\u3001\u307f\u3093\u306a\u65e5\u3005\u6539\u826f\u3057\u3066\u3044\u3063\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002\u76f8\u5834\u74b0\u5883\u306b\u3088\u3063\u3066BOT\u3092\u4f7f\u3044\u5206\u3051\u305f\u308a\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u8a71\u3082\u3042\u308a\u307e\u3057\u305f\u3002\u4f7f\u3044\u5206\u3051\u308b\u5224\u5b9a\u3082BOT\u306b\u4efb\u305b\u3066\uff11\u3064\u306eBOT\u306b\u8907\u6570\u306e\u30ed\u30b8\u30c3\u30af\u3092\u7d44\u307f\u8fbc\u3080\u3068\u3044\u3046\u4e8b\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u3069\u3053\u304b\u3089AI\u306a\u306e\u304b\u3068\u3044\u3046\u306e\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u3069\u3093\u3069\u3093\u30d1\u30bf\u30fc\u30f3\u304c\u5897\u3048\u305f\u5148\u306fAI\u3068\u3044\u3046\u4e8b\u306a\u306e\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u3059\u307e\u3059\u6fc0\u5316\u3057\u3066\u3044\u304f\u3053\u306e\u4e16\u754c\u306b\u3064\u3044\u3066\u3044\u3051\u308b\u306e\u304b\u3068\u3044\u3046\u4e0d\u5b89\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u3088\u308a\u3082\u5148\u305a\u306f\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u3044\u3046\u601d\u3044\u304c\u4eca\u306f\u5f37\u3044\u3067\u3059\u3002\u30d0\u30c3\u30c1\u51e6\u7406\u306a\u306e\u3067\u753b\u9762\u3068\u304b\u6c17\u306b\u305b\u305a\u30b4\u30ea\u30b4\u30ea\u51e6\u7406\u3092\u66f8\u3051\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u7d50\u679c\u304c\u660e\u78ba\u306b\u51fa\u308b\u306e\u304c\u697d\u3057\u3044\u304b\u3089\u3060\u3068\u601d\u3044\u307e\u3059\u3002\u3044\u3064\u307e\u3067\u6301\u7d9a\u3059\u308b\u304b\u308f\u304b\u308a\u307e\u305b\u3093\u304c\u2026<\/p>\n<h3>\u76f4\u8fd1\u8ab2\u984c<\/h3>\n<ul>\n<li>EMA\u7cfbBOT\uff08\u58c1\u304c\u898b\u3048\u308b\u307e\u3067\u8272\u3005\u8a66\u3057\u3066\u307f\u308b\uff09<\/li>\n<li>\u30d5\u30ec\u30fc\u30e0\u4f5c\u308a\u76f4\u3057<\/li>\n<li>\u30b0\u30e9\u30d5\u6539\u826f<\/li>\n<li>\u30d1\u30e9\u30e1\u30fc\u30bf\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30c6\u30b9\u30c8\u30d0\u30c3\u30c1<\/li>\n<\/ul>\n<h3>\u4eca\u5f8c\u8ab2\u984c\u30fb\u3084\u308a\u305f\u3044\u4e8b<\/h3>\n<ul>\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0API<\/li>\n<li>MMBOT<\/li>\n<li>SFDBOT<\/li>\n<\/ul>\n<p>\u4eca\u56de13\u6642\u9593\u3000\u8a0823\u6642\u9593<\/p>\n<h2>2018\/07\/22~2018\/07\/30\u306e\u958b\u767a\u8a18\u9332<\/h2>\n<p>\u30d5\u30ec\u30fc\u30e0\u4f5c\u308a\u76f4\u3057\u306e\u70ba\u306b\u3001\u73fe\u72b6\u306e\u30e1\u30bd\u30c3\u30c9\u3068\u5f79\u5272\u3092\u6574\u7406\u3057\u3066\u3001\u3042\u308b\u3079\u304d\u30e1\u30bd\u30c3\u30c9\u3092\u7528\u610f\u3057\u76f4\u3059\u4e8b\u306b\u3057\u307e\u3057\u305f\u3002\u4eca\u5f8c\u3082\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8ffd\u52a0\u3057\u305f\u308a\u9664\u5916\u3059\u308b\u4e8b\u304c\u983b\u7e41\u306b\u51fa\u3066\u304f\u308b\u306e\u3067\u3001\u4fee\u6b63\u306b\u8010\u3048\u3089\u308c\u308b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3084\u3059\u3044\u5f62\u306b\u3057\u307e\u3059\u3002Python\u306f\u521d\u3081\u3066\u3067\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u3042\u308b\u306e\u304b\u3082\u308f\u304b\u3089\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u5148\u305a\u306f\u30e2\u30c7\u30eb\u3068\u3044\u3046\u304b\u5225\u30d5\u30a1\u30a4\u30eb\u306b\u3057\u3066\u5207\u308a\u5206\u3051\u308b\u4e8b\u306b\u3057\u307e\u3057\u305f\u3002\u30b0\u30e9\u30d5\u3082\u5c11\u3057\u4f7f\u3044\u65b9\u304c\u308f\u304b\u3063\u3066\u304d\u3066\u8868\u793a\u5185\u5bb9\u3092\u6574\u7406\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3064\u3044\u3067\u306b\u30af\u30e9\u30b9\u304c\u4f7f\u3048\u305f\u306e\u3067\u4f7f\u3046\u4e8b\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u300c\u5225\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u5225\u30d5\u30a1\u30a4\u30eb\u306e\u30af\u30e9\u30b9\u3092\u547c\u3076\u300d\u3092\u4ee5\u4e0b\u306b\u8ffd\u8a18\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><blockquote class=\"wp-embedded-content\" data-secret=\"h62fQYrqct\"><a href=\"https:\/\/normalblog.net\/system\/python-memo\/\">Python\u899a\u3048\u305f\u4e8b\u30fb\u5fd8\u308c\u305d\u3046\u306a\u4e8b\u3092\u500b\u4eba\u7528\u306b\u30e1\u30e2\u3057\u3066\u3044\u304f\u30da\u30fc\u30b8<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Python\u899a\u3048\u305f\u4e8b\u30fb\u5fd8\u308c\u305d\u3046\u306a\u4e8b\u3092\u500b\u4eba\u7528\u306b\u30e1\u30e2\u3057\u3066\u3044\u304f\u30da\u30fc\u30b8&#8221; &#8212; NormalBlog.net\" src=\"https:\/\/normalblog.net\/system\/python-memo\/embed\/#?secret=HUzF4mJ2hz#?secret=h62fQYrqct\" data-secret=\"h62fQYrqct\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>\u53c2\u8003\u4e2d<\/p>\n<p>https:\/\/it-engineer-lab.com\/archives\/68<\/p>\n<p>\u30d1\u30e9\u30e1\u30fc\u30bf\u6700\u9069\u5316\u30d0\u30c3\u30c1\u304c\u51fa\u6765\u305f\u3089\u3001\u305d\u308c\u3092\u4e00\u5b9a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u30c1\u30a7\u30c3\u30af\u3057\u3066\u81ea\u52d5\u7684\u306b\u53cd\u6620\u3059\u308b\u4e88\u5b9a\u3067\u3059\u3002\u76f8\u5834\u304c\u5909\u308f\u308b\u3068\u52dd\u3061\u65b9\u304c\u5909\u308f\u3063\u3066\u3044\u308b\u4e8b\u304cBOT\u306e\u53ce\u76ca\u30b0\u30e9\u30d5\u304b\u3089\u898b\u308c\u308b\u306e\u3067\u305d\u308c\u3092\u6539\u5584\u3057\u305f\u3044\u3067\u3059\u3002AI\u5316\u3078\u6b69\u307f\u305f\u3044\u2026<\/p>\n<p>\u7d50\u5c40\u6700\u9069\u5316\u30d0\u30c3\u30c1\u307e\u3067\u306f\u307e\u3060\u51fa\u6765\u3066\u304a\u3089\u305a\u3001\u6570\u5343\u30d1\u30bf\u30fc\u30f3\u5206\u30c6\u30b9\u30c8\u3057\u3066\u30ed\u30b0\u3092\u5410\u304d\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u3067\u3059\u3002\u76f8\u5834\u74b0\u5883\u3082\u65e5\u306b\u65e5\u306b\u5909\u5316\u3059\u308b\u306e\u3067\u3001\u4eca\u306f\u3061\u3087\u3063\u3068\u30a8\u30af\u30bb\u30eb\u306b\u96c6\u8a08\u3057\u3066\u8272\u3005\u6700\u9069\u89e3\u3092\u898b\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u65b9\u5411\u3067\u5408\u3063\u3066\u305d\u3046\u3060\u306a\u3063\u3066\u601d\u3048\u3066\u304d\u305f\u3089\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u6700\u9069\u5316\u7b97\u51fa\u30d0\u30c3\u30c1\u3092\u4f5c\u3063\u3066\u3001\u305d\u306e\u5024\u3067\uff11\u65e5\u56de\u3059\u3068\u304b\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002\u5b8c\u5168\u81ea\u52d5\u5316\u3088\u308a\uff11\u65e5\u6bce\u306b\u898b\u76f4\u3059\u65b9\u304c\u73fe\u5b9f\u7684\u306a\u611f\u3058\u304c\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<h3>\u8ab2\u984c<\/h3>\n<ul>\n<li>\u4f8b\u5916\u30ad\u30e3\u30c3\u30c1<\/li>\n<li>\u58f2\u308a\u8cb7\u3044\u3067\u30d1\u30e9\u30e1\u30fc\u30bf\u5206\u3051\u308b<\/li>\n<\/ul>\n<p>\u4eca\u56de19\u6642\u9593\u3000\u8a0842\u6642\u9593<\/p>\n<h2>2018\/08\/08~2018\/08\/23\u306e\u958b\u767a\u8a18\u9332<\/h2>\n<p>\u5148\u305a\u6570\u5343\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u304b\u3089\u305d\u306e\u65e5\u306e\u6700\u9069\u5316\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u7b97\u51fa\u3059\u308b\u30d0\u30c3\u30c1\u3092\u4f5c\u308a\u307e\u3059\u3002\u6570\u5343\u30d1\u30bf\u30fc\u30f3\u3067\u56de\u3059\u3068\u3053\u308d\u307e\u3067\u51fa\u6765\u3066\u3044\u308b\u306e\u3067\u3001\u30eb\u30fc\u30d7\u7d42\u4e86\u5f8c\u306b\u3069\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u826f\u304b\u3063\u305f\u304b\u5224\u5b9a\u3059\u308b\u3068\u3053\u308d\u304b\u3089\u3067\u3059\u3002<\/p>\n<p>\u3061\u3087\u308d\u3063\u3068\u3057\u304b\u3084\u3089\u306a\u304f\u3066\u3053\u308c\u66f8\u3044\u3066\u3044\u308b\u306e\u304c10\u6708\u3060\u304b\u3089\u4f55\u3084\u3063\u305f\u304b\u5fd8\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u4eca\u56de4\u6642\u9593\u3000\u8a0846\u6642\u9593<\/p>\n<h2>2018\/10\/1~2018\/10\/08\u306e\u958b\u767a\u8a18\u9332<\/h2>\n<p>8\u67089\u6708\u306f\u9055\u3046\u4e8b\u306b\u6642\u9593\u3092\u4f7f\u3063\u3066\u3057\u307e\u3063\u3066\u3044\u3066\u3001\u3053\u306e\u958b\u767a\u304c\u4e2d\u65ad\u3057\u3066\u3057\u307e\u3063\u305f\u306e\u3067\u518d\u958b\u3057\u307e\u3059\u3002\u672c\u6c17\u3067\u4e00\u6c17\u306b\u3084\u3089\u306a\u3044\u3068\u7d42\u308f\u3089\u306a\u3044\u30fb\u30fb\u30fb<\/p>\n<p>\u4f55\u3084\u3063\u3066\u305f\u304b\u5fd8\u308c\u307e\u304f\u3063\u3066\u3044\u308b\u306e\u3067\u30bd\u30fc\u30b9\u8aad\u307f\u8fbc\u307f\u304b\u3089\u3002<\/p>\n<p>python\u306e\u52c9\u5f37\u304c\u3066\u3089\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u3067\u4f5c\u3063\u305f\u308a\u3057\u307e\u3057\u305f\u304c\u3001\u7d50\u5c40\u3001\u95a2\u6570\u578b\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u3053\u307e\u3067\u3060\u3089\u3060\u3089\u3068\u3084\u3063\u3066\u3057\u307e\u30445\u6642\u9593\u3002<\/p>\n<p>\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u306e\u5b9f\u88c5\u3060\u3051\u3067\u3084\u3063\u3066\u3044\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u53d6\u5f15\u306b\u5909\u3048\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u4fee\u6b63\u7b87\u6240\u3092\u9650\u5b9a\u7684\u306b\u3059\u308b\u3088\u3046\u306b\u3057\u305f\u306e\u3067\u305d\u3093\u306a\u306b\u4f5c\u308a\u5909\u3048\u306a\u304f\u3066\u826f\u3044\u306f\u305a\u3067\u3059\u3002<\/p>\n<p>\u7fcc\u65e5\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u7740\u624b\u3057\u307e\u3057\u305f\u3002ccxt\u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u4fbf\u5229\u3067\u3001\u56fd\u5185\u53d6\u5f15\u6240\u306eAPI\u3092\u53e9\u304f\u30e1\u30bd\u30c3\u30c9\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u66f4\u306b\u3001web\u3067\u30b5\u30f3\u30d7\u30eb\u3092\u63a2\u305b\u3070\u30e1\u30bd\u30c3\u30c9\u306b\u6e21\u3059\u5f15\u6570\u4ed8\u304d\u3067\u4f8b\u304c\u3042\u308a\u304b\u306a\u308a\u7c21\u5358\u306b\u51fa\u6765\u307e\u3059\u3002\u30a2\u30a6\u30c8\u30c9\u30a2\u7cfbyoutube\u3092\u898b\u306a\u304c\u3089\u3060\u3089\u3060\u3089\u4f5c\u696d\u3092\u3057\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u6b21\u306e\u30ad\u30e3\u30f3\u30d7\u306e\u4e8b\u3092\u307c\u3093\u3084\u308a\u3068\u8003\u3048\u306a\u304c\u3089\u30b3\u30fc\u30c9\u66f8\u3044\u3066\u307e\u3059\u3002\uff08\u304a\u3044\uff09\u3067\u3082\u3053\u308c\u304c\u81f3\u798f\u306e\u3072\u3068\u6642\u3067\u3082\u3042\u308b\u306e\u304c\u60a9\u307f\u3067\u3059\u3002<\/p>\n<p>\u306a\u3093\u3068\u304b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u53d6\u5f15\u7248\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u3053\u3053\u304b\u3089\u306f\u5c0f\u30ed\u30c3\u30c8\u77ed\u671f\u8db3\u3067\u5b9f\u53d6\u5f15\u30c6\u30b9\u30c8\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de17\u6642\u9593\u3000\u8a0863\u6642\u9593<\/p>\n<h2>2018\/10\/09~2018\/10\/12\u306e\u958b\u767a\u8a18\u9332<\/h2>\n<p>\u5c0f\u30ed\u30c3\u30c8\u77ed\u671f\u8db3\u3067\u5b9f\u53d6\u5f15\u30c6\u30b9\u30c8\u304c\u59cb\u307e\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u3044\u304d\u306a\u308a\u51fa\u9f3b\u304f\u3058\u304b\u308c\u307e\u3057\u305f\u3002\u306a\u3093\u3068\u3042\u308c\u3060\u3051\u3084\u3063\u305f\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u306e\u30ed\u30b8\u30c3\u30af\u306b\u4e0d\u5177\u5408\u304c\u3042\u3063\u305f\u306e\u3067\u3059\u3002\u305d\u306e\u4e0d\u5177\u5408\u306e\u305b\u3044\u3067\u3046\u307e\u304f\u30a8\u30f3\u30c8\u30ea\u30fb\u30a4\u30b0\u30b8\u30c3\u30c8\u5224\u5b9a\u304c\u884c\u308f\u308c\u305a\u306b\u640d\u5bb3\u3092\u88ab\u308b\u4e8b\u3068\u306a\u308a\u307e\u3057\u305f\u3002\uff08100\u5186\u304f\u3089\u3044\u3067\u3059\u304c\uff09<\/p>\n<p>\u5b9f\u53d6\u5f15\u3067\u30c6\u30b9\u30c8\u306f\u601d\u3063\u305f\u3088\u308a\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u30a8\u30f3\u30c8\u30ea\u306f\u76ee\u8996\u51fa\u6765\u305f\u3068\u3057\u3066\u3082\u30a4\u30b0\u30b8\u30c3\u30c8\u307e\u3067\u898b\u3066\u3044\u3089\u308c\u308b\u304b\u3002\u5bdd\u308b\u524d\u306b\u5b9f\u884c\u3057\u3066\u30c6\u30b9\u30c8\u3068\u3044\u3046\u611f\u3058\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002\u6642\u9593\u3060\u3051\u304c\u904e\u304e\u3066\u3044\u304d\u305d\u3046\u306a\u6c17\u304c\u3057\u307e\u3059\u3002<\/p>\n<p>anaconda\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001\uff12\u91cd\u3067\u8d77\u52d5\u51fa\u6765\u306a\u3044\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u3082\u30461\u672cmac\u3067\u8d70\u3089\u305b\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u306e\u901a\u308a\u3046\u307e\u304f\u3044\u3051\u3070\u3067\u3059\u304c\u3001\u3053\u306e\u3088\u3046\u306a\u5b89\u5b9a\u3057\u305f\u30b0\u30e9\u30d5\u3092\u63cf\u3051\u305d\u3046\u3067\u3059\u3002\u3053\u308c\u306fpython\u306ematplotlib\u3067\u51fa\u529b\u3057\u305f\u30b0\u30e9\u30d5\u3067\u3059\u3002pip install matplotlib\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u51fa\u6765\u307e\u3059\u3002\u8272\u3005\u306a\u30b0\u30e9\u30d5\u63cf\u3051\u307e\u3059\u306e\u3067\u4f7f\u3044\u65b9\u306f\u7c21\u5358\u3067\u3001\u305d\u306e\u5834\u3067\u8abf\u3079\u306a\u304c\u3089\u4f7f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/normalblog.net\/system\/wp-content\/uploads\/2018\/06\/5a834e14ea57a0cf726f79f1ab2dcc39.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2588\" src=\"https:\/\/normalblog.net\/system\/wp-content\/uploads\/2018\/06\/5a834e14ea57a0cf726f79f1ab2dcc39.png\" alt=\"\" width=\"1008\" height=\"762\" srcset=\"https:\/\/normalblog.net\/system\/wp-content\/uploads\/2018\/06\/5a834e14ea57a0cf726f79f1ab2dcc39.png 1008w, https:\/\/normalblog.net\/system\/wp-content\/uploads\/2018\/06\/5a834e14ea57a0cf726f79f1ab2dcc39-300x227.png 300w, https:\/\/normalblog.net\/system\/wp-content\/uploads\/2018\/06\/5a834e14ea57a0cf726f79f1ab2dcc39-768x581.png 768w, https:\/\/normalblog.net\/system\/wp-content\/uploads\/2018\/06\/5a834e14ea57a0cf726f79f1ab2dcc39-320x242.png 320w\" sizes=\"auto, (max-width: 1008px) 100vw, 1008px\" \/><\/a><\/p>\n<p>\u305f\u3060\u3001\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u672c\u756a\u306f\u9055\u3046\u306e\u3067\u3069\u3053\u307e\u3067\u300c\u30ba\u30ec\u300d\u304c\u3069\u308c\u307b\u3069\u51fa\u308b\u306e\u304b\u308f\u304b\u308a\u307e\u305b\u3093\u3002\u305f\u3076\u3093\u624b\u6570\u6599\u30fb\u30b9\u30d7\u30ec\u30c3\u30c9\u304c\u5927\u304d\u304f\u5f71\u97ff\u3057\u3066\u304d\u305d\u3046\u3067\u3001\u3053\u308c\u6b21\u7b2c\u3060\u3068\u601d\u3063\u3066\u307e\u3059\u3002<\/p>\n<p>\u826f\u3044\u611f\u3058\u306b\u51fa\u308b\u3088\u3046\u306b\u30ed\u30b0\u60c5\u5831\u3092\u4fee\u6b63\u3057\u306a\u304c\u3089\u4f55\u65e5\u304b\u5b9f\u904b\u7528\u30c6\u30b9\u30c8\u7d9a\u3051\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>\u3042\u3068\u65e5\u4e2d\u5bb6\u3067\u653e\u7f6e\u3057\u3066\u4f1a\u793e\u3067\u78ba\u8a8d\u3057\u305f\u3044\u306e\u3067\u30ed\u30b0\u60c5\u5831\u3092LINE\u901a\u77e5\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>LINE\u901a\u77e5\u5b9f\u88c5\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><blockquote class=\"wp-embedded-content\" data-secret=\"fIHv8CwpyT\"><a href=\"https:\/\/normalblog.net\/system\/python-line\/\">Python\u304b\u3089LINE\u306b\u901a\u77e5\u3059\u308b<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Python\u304b\u3089LINE\u306b\u901a\u77e5\u3059\u308b&#8221; &#8212; NormalBlog.net\" src=\"https:\/\/normalblog.net\/system\/python-line\/embed\/#?secret=rq5G03jRQU#?secret=fIHv8CwpyT\" data-secret=\"fIHv8CwpyT\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>\u4eca\u56de7\u6642\u9593\u3000\u8a0870\u6642\u9593<\/p>\n<h2>2018\/10\/13~2018\/10\/14\u306e\u958b\u767a\u8a18\u9332<\/h2>\n<p>\u53d6\u5f15\u6240\u306eAPI\u3092\u4f7f\u7528\u3057\u3066\u6ce8\u6587\u3084\u72b6\u6cc1\u78ba\u8a8d\u3092\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u305f\u307e\u306b\u30a8\u30e9\u30fc\u3067\u8fd4\u3063\u3066\u304d\u307e\u3059\u3002\u624b\u52d5\u3067\u53d6\u5f15\u3057\u3066\u3082\u3069\u3046\u3057\u3066\u3082\u5927\u304d\u304f\u52d5\u304f\u6642\u306f\u6df7\u96d1\u3057\u3066\u30b9\u30e0\u30fc\u30ba\u306b\u53d6\u5f15\u304c\u51fa\u6765\u306a\u3044\u6642\u304c\u3042\u308a\u307e\u3059\u3002\u3069\u3053\u306e\u53d6\u5f15\u6240\u3067\u3082\u5927\u5c0f\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u73fe\u72b6\u3067\u907f\u3051\u3089\u308c\u306a\u3044\u73fe\u8c61\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>API\u304c\u30a8\u30e9\u30fc\u3067\u8fd4\u3063\u3066\u304d\u305f\u5834\u5408\u306e\u4f8b\u5916\u51e6\u7406\u3092\u5b9f\u88c5\u3057\u3066\u3044\u304f\u4e8b\u306b\u3057\u307e\u3057\u305f\u3002\u305f\u3060\u3001\u3084\u308a\u59cb\u3081\u3066\u3060\u3093\u3060\u3093\u3068\u6df1\u3044\u554f\u984c\u3060\u306a\u3063\u3066\u601d\u3044\u59cb\u3081\u3066\u304d\u3066\u3044\u307e\u3059\u3002\u5358\u7d14\u306b\u30a8\u30e9\u30fc\u30ad\u30e3\u30c3\u30c1\u3057\u3066\u3001\u3061\u3087\u3063\u3068\u6642\u9593\u7f6e\u3044\u3066\u3001\u30ea\u30c8\u30e9\u30a4\u3001\u3068\u5b89\u6613\u306b\u8003\u3048\u3066\u9032\u3081\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u30ea\u30c8\u30e9\u30a4\u3057\u3066\u3044\u308b\u9593\u306b\u72b6\u6cc1\u306f\u523b\u3005\u3068\u5909\u308f\u3063\u3066\u3044\u304d\u307e\u3059\u3002\u672c\u5f53\u306b\u305d\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u30ea\u30c8\u30e9\u30a4\u3059\u308b\u306e\u304c\u30d9\u30b9\u30c8\u306a\u306e\uff1f\u3068\u3044\u3046\u4e8b\u3067\u3059\u3002<\/p>\n<p>\u7d50\u69cb\u96e3\u3057\u3044\u554f\u984c\u306b\u306a\u3063\u3066\u304d\u3066\u304a\u308a\u3001\u5148\u305a\u306f\u4f8b\u5916\u51e6\u7406\u304c\u306a\u304b\u3063\u305f\u306e\u3067\u3001\u4eca\u5f8c\u62e1\u5f35\u3057\u3084\u3059\u3044\u3067\u3042\u308d\u3046\u5f62\u306b\u4f8b\u5916\u51e6\u7406\u3092\u5b9f\u88c5\u3057\u3044\u304f\u3068\u3053\u308d\u304b\u3089\u59cb\u3081\u307e\u3059\u3002<\/p>\n<p>\u4eca\u5f8c\u3082\u3069\u3093\u3069\u3093\u6d41\u308c\u3092\u5909\u3048\u308b\u4ed5\u69d8\u5909\u66f4\u304c\u51fa\u3066\u304d\u305d\u3046\u3067\u3001\u3053\u308c\u306f\u5358\u7d14\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u3044\u3046\u3088\u308a\u5927\u304d\u306a\u4ed5\u69d8\u5909\u66f4\u3092\u53d7\u3051\u5165\u308c\u3089\u308c\u308b\u3088\u3046\u306a\u4ed5\u7d44\u307f\u9020\u308a\u304c\u91cd\u8981\u3060\u3063\u305f\u3093\u3060\u306a\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002\u3064\u3044\u7d42\u308f\u308a\u304c\u898b\u3048\u305f\u6c17\u6301\u3061\u3067\u529b\u6280\u3088\u308a\u306b\u306a\u3063\u3066\u304d\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u6c17\u3092\u5f15\u304d\u7de0\u3081\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u65b0\u898f\u6a5f\u80fd\u306e\u697d\u3057\u307f\u3068\u3044\u3046\u3088\u308a\u9020\u308a\u306b\u62d8\u3063\u305f\u697d\u3057\u307f\u3092\u898b\u51fa\u3059\u30d5\u30a7\u30fc\u30ba\u306b\u5165\u308a\u307e\u3059\uff57<\/p>\n<p>\u30c6\u30b9\u30c8\u5b9f\u7e3e\u306e\u65b9\u306f\u3001\u3084\u306f\u308a\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u306e\u3088\u3046\u306b\u5b89\u5b9a\u4e0a\u6607\u3068\u306f\u3044\u304b\u305a\u3001\u4eca\u306e\u3068\u3053\u308d30\u6642\u9593\u304f\u3089\u3044\u56de\u3057\u3066\u6a2a\u6a2a\u5fae\u640d\u3068\u3044\u3046\u611f\u3058\u3067\u3059\u3002\u76f8\u5834\u304c\u52d5\u3044\u3066\u3044\u306a\u3044\u304b\u3089\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3002<\/p>\n<p>10\/14\u8ffd\u8a18<\/p>\n<p>\u4eca\u6642\u70b9\u3067\u308f\u304b\u308b\u7bc4\u56f2\u3067\u30ea\u30c8\u30e9\u30a4\u30bf\u30a4\u30df\u30f3\u30b0\u306e\u8003\u616e\u307e\u3067\u542b\u3081\u3066\u4f8b\u5916\u51e6\u7406\u3092\u5b9f\u88c5\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u4e88\u3081\u8a2d\u5b9a\u3057\u305f\u8a3c\u62e0\u91d1\u4ee5\u4e0b\u306b\u306a\u3063\u305f\u969b\u306b\u5f37\u5236\u7d42\u4e86\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u4f55\u304b\u4e0d\u5177\u5408\u304c\u3042\u3063\u3066\u6c38\u9060\u3068\u30de\u30a4\u30ca\u30b9\u306b\u306a\u3063\u3066\u306f\u6016\u3044\u306e\u3067\u3002\u4ed6\u306b\u3082\u8ab2\u984c\u304c\u898b\u3048\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u8ab2\u984c<\/p>\n<ul>\n<li>\u30a8\u30f3\u30c8\u30ea\u30fb\u30a4\u30b0\u30b8\u30c3\u30c8\u30bf\u30a4\u30df\u30f3\u30b0\u306e\u898b\u76f4\u3057<\/li>\n<li>\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6642\u9593\u524d\u306e\u30dd\u30b8\u30b7\u30e7\u30f3\u89e3\u6d88\u3000\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6642\u9593\u5f8c\u306e\u53d6\u5f15\u958b\u59cb<\/li>\n<\/ul>\n<p>\u4eca\u56de4\u6642\u9593\u3000\u8a0874\u6642\u9593<\/p>\n<h2>2018\/10\/15~2018\/10\/17\u306e\u958b\u767a\u8a18\u9332<\/h2>\n<p>\u5b9f\u7d4c\u9a13\u304b\u3089\u3059\u308b\u3068\u3001\u30a8\u30f3\u30c8\u30ea\u30bf\u30a4\u30df\u30f3\u30b0\u3068\u3044\u3046\u3088\u308a\u5927\u4e8b\u306a\u306e\u306f\u30a4\u30b0\u30b8\u30c3\u30c8\u30bf\u30a4\u30df\u30f3\u30b0\u306e\u65b9\u306a\u306e\u3067\u3001\u30a8\u30f3\u30c8\u30ea\u306f\u8db3\u304c\u78ba\u5b9a\u3057\u3066\u304b\u3089\u3001\u30a4\u30b0\u30b8\u30c3\u30c8\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\uff0810s\u304f\u3089\u3044\uff09\u3067\u78ba\u8a8d\u3068\u3044\u3046\u5f62\u3067\u5b9f\u88c5\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u6587\u5b57\u5217\u6bd4\u8f03\u306e\u9069\u5f53\u306a\u5b9f\u88c5\u3067\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6642\u9593\u3092\u5bfe\u8c61\u5916\u306b\u3057\u307e\u3057\u305f\u3002\u203b04:00~04:05<\/p>\n<pre class=\"lang:python decode:true\">def is_maintenance():\n  now_str = str(datetime.now().strftime(\"%H:%M\"))\n  if BF_MAINTENANCE_START &lt; now_str and now_str &lt; BF_MAINTENANCE_END:\n    return True\n  return False<\/pre>\n<p>\u4ed6\u3001\u7a3c\u50cd\u4e2d\u306e\u30a8\u30e9\u30fc\u7d42\u4e86\u8abf\u67fb\u3068\u5bfe\u5fdc\u3092\u3057\u307e\u3057\u305f\u3002import\u5fd8\u308c\u306b\u6c17\u3065\u304b\u305a\u306b\u4f55\u56de\u3082\u30a8\u30e9\u30fc\u30fb\u30ea\u30c8\u30e9\u30a4\u3057\u3066\u307e\u3057\u305f\u3002\u3061\u3083\u3093\u3068\u30a8\u30e9\u30fc\u30ed\u30b0\u78ba\u8a8d\u3057\u3066\u304b\u3089\u5bfe\u5fdc\u3057\u306a\u304b\u3063\u305f\u306e\u3067\u75db\u3044\u76ee\u3092\u898b\u307e\u3057\u305f\u3002<\/p>\n<p>\u6307\u5024\u6ce8\u6587\u3057\u3066\u304b\u3089\u30ad\u30e3\u30f3\u30bb\u30eb\u307e\u3067\u306e\u6642\u9593\u304c\u898b\u3066\u3044\u308b\u8db3\u306b\u5bfe\u3057\u3066\u9577\u304b\u3063\u305f\u306e\u3067\u3001\u8abf\u6574\u3057\u3066\u523a\u3055\u3089\u306a\u304b\u3063\u305f\u3089\u3059\u3050\u30ad\u30e3\u30f3\u30bb\u30eb\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u7121\u99c4\u30dd\u30b8\u6e1b\u3089\u305b\u3066\u826f\u304b\u3063\u305f\u3088\u3046\u306a\u6c17\u304c\u3057\u307e\u3059\u3002\u4ed6\u3001\u5c0f\u3055\u3044\u30d0\u30b0\u3092\u3044\u304f\u3064\u304b\u4fee\u6b63\u3002<\/p>\n<p>\u3042\u3068\u30e1\u30a4\u30f3\u51e6\u7406\u3092\u7d50\u69cb\u3044\u3058\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u7248\u304c\u3042\u308b\u7a0b\u5ea6\u843d\u3061\u7740\u3044\u305f\u3089\u3001\u3053\u3053\u304b\u3089\u307e\u305f\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u7248\u3092\u4f5c\u3063\u3066\u3044\u304b\u306a\u3044\u3068\u3044\u3051\u307e\u305b\u3093\u306d\u3002<\/p>\n<p>\u3053\u3053\u307e\u3067\u3084\u3063\u3066\u3068\u308a\u3042\u3048\u305a\u8ab2\u984c\u304c\u843d\u3061\u7740\u304d\u307e\u3057\u305f\u3002\u3042\u3068\u306f\u307e\u305f\u30dc\u30e9\u30c6\u30a3\u30ea\u30c6\u30a3\u5f85\u3061\u3067\u3059\u3002\u30c8\u30ec\u30f3\u30c9\u8ffd\u3046\u30bf\u30a4\u30d7\u306eBOT\u306a\u306e\u3067\u6a2a\u6a2a\u3060\u3068\u3064\u3089\u3044\u3067\u3059\u3002<\/p>\n<p>\u30a8\u30e9\u30fc\u7d42\u4e86\u3057\u3066\u3044\u306a\u3044\u4e8b\u3092\u7948\u308a\u3064\u3064LINE\u306b\u98db\u3070\u3059\u3088\u3046\u306b\u3057\u305f\u6c7a\u6e08\u901a\u77e5\u3092\u5f85\u3061\u307e\u3059\u3002<\/p>\n<p>\u8ffd\u8a18<\/p>\n<p>\u6b21\u306e\u65e5\u306b\u306a\u308c\u3070\u30a8\u30e9\u30fc\u3067\u7d42\u4e86\u3057\u3001\u671d\u7a3c\u50cd\u3057\u3066\u51fa\u304b\u3051\u308c\u3070\u663c\u6b62\u307e\u308b\u3057\u3002\u3068\u3044\u3046\u611f\u3058\u3067\u307e\u3060\u307e\u3060\u30a8\u30e9\u30fc\u5bfe\u5fdc\u306b\u8ffd\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de5\u6642\u9593\u3000\u8a0879\u6642\u9593<\/p>\n<h2>2018\/11~2018\/12<\/h2>\n<p>\u30a8\u30e9\u30fc\u89e3\u6d88\u304c\u843d\u3061\u7740\u304d\u3001\u4e00\u9031\u9593\u653e\u7f6e\u3057\u3066\u3082\u843d\u3061\u307e\u305b\u3093\u3057\u50cd\u3044\u3066\u304f\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\uff01<\/p>\n<p>\u306a\u3093\u3068\u30fb\u30fb\u30fb12\u6708\u306f\u307b\u3063\u305f\u3089\u304b\u3057\u3067\u7f6e\u3044\u3066\u307f\u307e\u3057\u305f\u304c\u3001\u8cc7\u7523\u304c20\uff05\u8fd1\u304f\u5897\u3048\u307e\u3057\u305f\u3002<\/p>\n<p>\u5927\u304d\u304f\u52d5\u3044\u305f\u6642\u3060\u3051\u7a3c\u50cd\u3057\u3066\u601d\u3044\u51fa\u3057\u305f\u3088\u3046\u306bLINE\u306b\u901a\u77e5\u304c\u6765\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u307e\u307e\u3057\u3070\u3089\u304f\u3069\u3046\u306a\u308b\u304b\u898b\u3066\u304a\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u305f\u3063\u305f20\uff05\u3067\u3059\u304c\u30011.2\u306e4\u4e57\u30672\u500d\u306a\u306e\u30674\u304b\u6708\u5f8c\u306f\u8cc7\u7523\u304c\u500d\u306b\u306a\u3063\u3066\u3044\u308b\u8a08\u7b97\u3067\u30011\u5e74\u5f8c\u306f\u7d0410\u500d\u3068\u3044\u3046\u8a08\u7b97\u3067\u3059\u3002<\/p>\n<p>\u81ea\u5206\u306f\u6050\u308d\u3057\u3044\u7269\u3092\u958b\u767a\u3057\u3066\u3057\u307e\u3063\u305f\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u30fb\u30fb\u30fb\u3002<\/p>\n<p>\u4eca\u56de7\u6642\u9593\u3000\u8a0886\u6642\u9593<\/p>\n<h2>\u7d42\u4e86\u5831\u544a<\/h2>\n<p>\u30b5\u30fc\u30d0\u306e\u8ca0\u8377\u5bfe\u7b56\u306a\u306e\u304b\u3001API\u306e\u30a2\u30af\u30bb\u30b9\u5236\u9650\u304c\u5165\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u3001BOT\u3092\u7a3c\u50cd\u3055\u305b\u308b\u4e8b\u304c\u51fa\u6765\u306a\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u3082\u3063\u3068\u65e9\u304f\u3084\u3063\u3066\u304a\u3051\u3070\u629c\u3051\u308b\u3060\u3051\u629c\u3051\u305f\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u3067\u3059\u306d\u3002<\/p>\n<p>\u4ed6\u306e\u53d6\u5f15\u6240\u3067\u8a66\u3057\u3066\u3044\u3053\u3046\u3068\u3082\u601d\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u624b\u6cd5\u306f\u5e38\u306b\u30d6\u30e9\u30c3\u30b7\u30e5\u30a2\u30c3\u30d7\u3057\u3066\u3044\u304b\u306a\u3044\u3068\u306a\u3089\u305a\u3001\u30ea\u30b9\u30af\uff08\u6642\u9593\u3068\u304a\u91d1\uff09\u306f\u5f53\u7136\u3042\u308a\u307e\u3059\u3057\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u30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2018\/06\/12~2018\/06-13\u306e\u958b\u767a\u8a18\u9332 node.js\u7248\u304c\u5148\u305a\u76ee\u306b\u5165\u3063\u305f\u306e\u3067\u3001node.js\u7248\u3067\u6ce8\u6587\u51fa\u6765\u308b\u3068\u3053\u308d\u307e\u3067\u3092\u4f5c\u3063\u3066\u307f\u307e\u3057\u305f\u3002 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