{"id":4982,"date":"2022-09-06T01:17:03","date_gmt":"2022-09-05T16:17:03","guid":{"rendered":"https:\/\/obenkyolab.com\/?p=4982"},"modified":"2022-10-31T23:32:12","modified_gmt":"2022-10-31T14:32:12","slug":"%e3%80%90python%e3%80%91%e7%b1%b3%e5%9b%bdsp500%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%81%a7%e3%83%ad%e3%83%bc%e3%82%bd%e3%82%af%e8%b6%b3%e3%83%81%e3%83%a3%e3%83%bc%e3%83%88%e3%82%92%e4%bd%9c","status":"publish","type":"post","link":"https:\/\/obenkyolab.com\/?p=4982","title":{"rendered":"\u3010Python\u3011\u7c73\u56fdS&#038;P500\u306e\u30c7\u30fc\u30bf\u3067\u30ed\u30fc\u30bd\u30af\u8db3\u30c1\u30e3\u30fc\u30c8\u3092\u4f5c\u3063\u3066\u307f\u308b"},"content":{"rendered":"\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/obenkyolab.com\/?p=4982\/#%E6%A6%82%E8%A6%81\" >\u6982\u8981<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/obenkyolab.com\/?p=4982\/#%E7%92%B0%E5%A2%83\" >\u74b0\u5883<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/obenkyolab.com\/?p=4982\/#%E3%83%87%E3%83%BC%E3%82%BF\" >\u30c7\u30fc\u30bf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/obenkyolab.com\/?p=4982\/#%E3%83%AD%E3%83%BC%E3%82%BD%E3%82%AF%E8%B6%B3%E3%82%92%E6%8F%8F%E7%94%BB%E3%81%99%E3%82%8B%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA\" >\u30ed\u30fc\u30bd\u30af\u8db3\u3092\u63cf\u753b\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/obenkyolab.com\/?p=4982\/#%E3%83%87%E3%83%BC%E3%82%BF%E7%A2%BA%E8%AA%8D\" >\u30c7\u30fc\u30bf\u78ba\u8a8d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/obenkyolab.com\/?p=4982\/#%E3%81%A8%E3%82%8A%E3%81%82%E3%81%88%E3%81%9A%E3%83%AD%E3%83%BC%E3%82%BD%E3%82%AF%E8%B6%B3%E6%8F%8F%E7%94%BB\" >\u3068\u308a\u3042\u3048\u305a\u30ed\u30fc\u30bd\u30af\u8db3\u63cf\u753b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/obenkyolab.com\/?p=4982\/#%E6%9C%88%E8%B6%B3%E3%81%AE%E3%83%AD%E3%83%BC%E3%82%BD%E3%82%AF%E3%81%B8%E5%A4%89%E6%9B%B4\" >\u6708\u8db3\u306e\u30ed\u30fc\u30bd\u30af\u3078\u5909\u66f4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/obenkyolab.com\/?p=4982\/#%E5%87%BA%E6%9D%A5%E9%AB%98%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\" >\u51fa\u6765\u9ad8\u306b\u3064\u3044\u3066<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%A6%82%E8%A6%81\"><\/span>\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u682a\u5f0f\u95a2\u9023\u306f\u8a3c\u5238\u4f1a\u793e\u306e\u30b5\u30a4\u30c8\u306a\u3069\u3067\u6700\u521d\u304b\u3089\u30ed\u30fc\u30bd\u30af\u8db3\u3092\u8868\u793a\u3059\u308b\u6a5f\u80fd\u304c\u5099\u308f\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u666e\u901a\u3067\u3059\u304c\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u52c9\u5f37\u76ee\u7684\u3067\u3042\u3048\u3066Python\u3067\u30ed\u30fc\u30bd\u30af\u8db3\u3092\u63cf\u753b\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%92%B0%E5%A2%83\"><\/span>\u74b0\u5883<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>Python 3.8.10<\/li><li>mpfinance  0.12.9b1<\/li><\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF\"><\/span>\u30c7\u30fc\u30bf<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><a href=\"https:\/\/jp.investing.com\/\">Investing.com<\/a>\u3055\u3093\u306e\u30b5\u30a4\u30c8\u304b\u3089\u7c73\u56fdS&amp;P500\u306e\u30c7\u30fc\u30bf\u3092csv\u5f62\u5f0f\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u30012018\/08\/04~2022\/09\/02\u307e\u3067\u306e\u671f\u9593\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%AD%E3%83%BC%E3%82%BD%E3%82%AF%E8%B6%B3%E3%82%92%E6%8F%8F%E7%94%BB%E3%81%99%E3%82%8B%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA\"><\/span>\u30ed\u30fc\u30bd\u30af\u8db3\u3092\u63cf\u753b\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u91d1\u878d\u7cfb\u306e\u63cf\u753b\u304c\u3067\u304d\u308bmplfinance\u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308b\u306e\u3067\u3001\u3053\u3061\u3089\u3092pip\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>pip install mplfinance<\/code><\/pre><\/div>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E7%A2%BA%E8%AA%8D\"><\/span>\u30c7\u30fc\u30bf\u78ba\u8a8d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u307e\u305a\u306fcsv\u30c7\u30fc\u30bf\u306e\u4e2d\u8eab\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-700x193.png\" alt=\"\" class=\"wp-image-4983\" width=\"903\" height=\"249\" srcset=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-700x193.png 700w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-300x83.png 300w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-768x211.png 768w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image.png 1075w\" sizes=\"auto, (max-width: 903px) 100vw, 903px\" \/><\/figure>\n\n\n\n<p>\u6ce8\u610f\u70b9\u3068\u3057\u3066\u306f\u4ee5\u4e0b\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u65e5\u4ed8\u30c7\u30fc\u30bf\u304c\u65e5\u672c\u8a9e\u3067\u5e74\u6708\u65e5\u3067\u5165\u3063\u3066\u3044\u308b\u21d2parser\u3067\u51e6\u7406\u304c\u5fc5\u8981\u305d\u3046<\/li><li>\u6570\u5024\u304c\u5343\u306e\u4f4d\u3067&#8217; , &#8216;\u533a\u5207\u308a\u306b\u306a\u3063\u3066\u3044\u308b\u21d2\u8aad\u307f\u8fbc\u307f\u6642\u306b\u8a8d\u8b58\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u305d\u3046\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%81%A8%E3%82%8A%E3%81%82%E3%81%88%E3%81%9A%E3%83%AD%E3%83%BC%E3%82%BD%E3%82%AF%E8%B6%B3%E6%8F%8F%E7%94%BB\"><\/span>\u3068\u308a\u3042\u3048\u305a\u30ed\u30fc\u30bd\u30af\u8db3\u63cf\u753b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u3053\u3061\u3089\u304c\u5b9f\u969b\u306b\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067mplfinance\u3092\u4f7f\u3063\u3066\u63cf\u753b\u3057\u305f\u69d8\u5b50\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import pandas as pd\nfrom datetime import datetime\nimport mplfinance as mpf\n\n#parser\u95a2\u6570\njpdateparse = lambda x: datetime.strptime(x, &#39;%Y\u5e74%m\u6708%d\u65e5&#39;)\ndf = pd.read_csv(&#39;S&P500 \u904e\u53bb\u30c7\u30fc\u30bf20180102_20220902.csv&#39;,index_col=0,parse_dates=[&#39;\u65e5\u4ed8\u3051&#39;],date_parser=jpdateparse,thousands=&#39;,&#39;)\n\n#\u30ab\u30e9\u30e0\u540d\u5909\u66f4\ndf.columns = [&#39;Close&#39;, &#39;Open&#39;, &#39;High&#39;, &#39;Low&#39;, &#39;Volume&#39;,&#39;RateOfChange&#39;]\n\n#\u6607\u9806\u30bd\u30fc\u30c8\ndf.sort_index(inplace=True)\n\n#\u30ed\u30fc\u30bd\u30af\u8db3\u63cf\u753b\nmpf.plot(df,type=&#39;candle&#39;,figratio=(16, 9), mav=(5, 25, 75, 100, 200))<\/code><\/pre><\/div>\n\n\n\n<p>\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3057\u305f\u969b\u306b\u300c\u65e5\u4ed8\u3051\u300d\u5217\u306e\u30c7\u30fc\u30bf\u304c\u65e5\u672c\u8a9e\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u305d\u308c\u3092parser\u306e\u95a2\u6570\u3092\u4f5c\u3063\u3066date_parser\u306b\u6307\u5b9a\u3057\u305f\u4e0a\u3067index\u3068\u3057\u3066\u8aad\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002\u307e\u305f\u3001thousands=&#8217;,&#8217;\u3000\u3068\u3059\u308b\u3053\u3068\u3067\u3001\u5343\u306e\u4f4d\u306e\u30ab\u30f3\u30de\u3092\u8a8d\u8b58\u3055\u305b\u3066\u3001\u8aad\u307f\u8fbc\u307f\u6642\u306b\u6587\u5b57\u5217\u3067\u306f\u306a\u304ffloat\u306b\u306a\u308b\u69d8\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u307b\u304b\u3001mplfinance\u306eplot\u3067\u306fClose, Open, High, Low Volume\u306b\u30ab\u30e9\u30e0\u540d\u3092\u8a2d\u5b9a\u3057\u306a\u3044\u3068\u3046\u307e\u304f\u52d5\u304b\u306a\u3044\u3088\u3046\u306a\u306e\u3067\u30ab\u30e9\u30e0\u540d\u3092\u5909\u66f4\u3001\u3055\u3089\u306b\u5143\u30c7\u30fc\u30bf\u304c\u65e5\u4ed8\u3051\u964d\u9806\u306b\u306a\u3063\u3066\u3044\u305f\u305f\u3081\u3001\u3053\u308c\u3092\u6607\u9806\u306b\u76f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u3046\u3048\u3067\u63cf\u753b\u3057\u305f\u7d50\u679c\u304c\u3053\u3061\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted has-white-color has-black-background-color has-text-color has-background\"> ================================================================= \n\n   WARNING: YOU ARE PLOTTING SO MUCH DATA THAT IT MAY NOT BE\n            POSSIBLE TO SEE DETAILS (Candles, Ohlc-Bars, Etc.)\n   For more information see:\n   - <a href=\"https:\/\/github.com\/matplotlib\/mplfinance\/wiki\/Plotting-Too-Much-Data\" rel=\"noreferrer noopener\" target=\"_blank\">https:\/\/github.com\/matplotlib\/mplfinance\/wiki\/Plotting-Too-Much-Data<\/a>\n   \n   TO SILENCE THIS WARNING, set `type='line'` in `mpf.plot()`\n   OR set kwarg `warn_too_much_data=N` where N is an integer \n   LARGER than the number of data points you want to plot.\n\n ================================================================ \n  warnings.warn('\\n\\n ================================================================= '+<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-3-700x416.png\" alt=\"\" class=\"wp-image-4986\" width=\"688\" height=\"408\" srcset=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-3-700x416.png 700w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-3-300x178.png 300w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-3-768x457.png 768w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-3.png 834w\" sizes=\"auto, (max-width: 688px) 100vw, 688px\" \/><\/figure>\n\n\n\n<p>\u307e\u305a\u3001\u4e0a\u8a18\u3067\u793a\u3057\u305f\u3088\u3046\u306b\u8b66\u544a\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u307e\u3057\u305f\u3002\u3069\u3046\u3084\u3089\u3001\u30ed\u30fc\u30bd\u30af\u8db3\u3092\u63cf\u753b\u3059\u308b\u4e0a\u3067\u30c7\u30fc\u30bf\u6570\u304c\u591a\u3059\u304e\u307e\u3059\u3068\u3044\u3046\u8b66\u544a\u306e\u3088\u3046\u3067\u3059\u3002\u78ba\u304b\u306b\u3001plot\u306e\u5f15\u6570\u3068\u3057\u3066type=&#8217;candle&#8217;\u3092\u6307\u5b9a\u3057\u305f\u306b\u3082\u95a2\u308f\u3089\u305a\u3001\u3064\u3076\u308c\u3066\u666e\u901a\u306e\u6298\u308c\u7dda\u306b\u898b\u3048\u3066\u3057\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u306a\u304a\u3001figratio\u306f\u30b0\u30e9\u30d5\u30b5\u30a4\u30ba\u306e\u6bd4\u3067\u3059\u3002mav\u306f\u79fb\u52d5\u5e73\u5747\u63cf\u753b\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u4eca\u56de\u306f25\u65e5, 50\u65e5, 75\u65e5, 100\u65e5, 200\u65e5\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002 <\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%9C%88%E8%B6%B3%E3%81%AE%E3%83%AD%E3%83%BC%E3%82%BD%E3%82%AF%E3%81%B8%E5%A4%89%E6%9B%B4\"><\/span>\u6708\u8db3\u306e\u30ed\u30fc\u30bd\u30af\u3078\u5909\u66f4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u8b66\u544a\u3068\u898b\u305f\u76ee\u306e\u89e3\u6d88\u306e\u305f\u3081\u3001resample\u3067\u30b5\u30de\u30ea\u3057\u305f\u3046\u3048\u3067\u518d\u5ea6\u63cf\u753b\u3057\u3066\u307f\u307e\u3059\u3002\u6708\u8db3\u306a\u306e\u3067\u79fb\u52d5\u5e73\u5747\u306f6\u304b\u6708\u300112\u304b\u6708\u300124\u304b\u6708\u306b\u5909\u66f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>df_month = df.resample(&#39;M&#39;).agg({&#39;Open&#39;: &#39;first&#39;, &#39;High&#39;: &#39;max&#39;, &#39;Low&#39;: &#39;min&#39;, &#39;Close&#39;: &#39;last&#39;})\nmpf.plot(df_month,type=&#39;candle&#39;,figratio=(16,9), mav=(6, 12, 24))<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-2-700x426.png\" alt=\"\" class=\"wp-image-4985\" width=\"772\" height=\"470\" srcset=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-2-700x426.png 700w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-2-300x182.png 300w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-2-768x467.png 768w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/09\/image-2.png 832w\" sizes=\"auto, (max-width: 772px) 100vw, 772px\" \/><\/figure>\n\n\n\n<p>\u4eca\u5ea6\u306f\u826f\u3044\u611f\u3058\u306b\u63cf\u753b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%87%BA%E6%9D%A5%E9%AB%98%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\"><\/span>\u51fa\u6765\u9ad8\u306b\u3064\u3044\u3066<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>plot\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3067volume = True\u3068\u3059\u308b\u3053\u3068\u3067\u51fa\u6765\u9ad8\u3092\u540c\u3058\u30b0\u30e9\u30d5\u5185\u306b\u63cf\u753b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306a\u3088\u3046\u3067\u3059\u304c\u3001S&amp;P500\u306f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u305f\u3081\u3001\u4eca\u56de\u306f\u63cf\u753b\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u5225\u306e\u500b\u5225\u9298\u67c4\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3067\u8a66\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6982\u8981 \u682a\u5f0f\u95a2\u9023\u306f\u8a3c\u5238\u4f1a\u793e\u306e\u30b5\u30a4\u30c8\u306a\u3069\u3067\u6700\u521d\u304b\u3089\u30ed\u30fc\u30bd\u30af\u8db3\u3092\u8868\u793a\u3059\u308b\u6a5f&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":1218,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_locale":"ja","_original_post":"https:\/\/obenkyolab.com\/?p=4982","footnotes":""},"categories":[7,102],"tags":[],"class_list":["post-4982","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-statistics","ja"],"_links":{"self":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts\/4982","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4982"}],"version-history":[{"count":6,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts\/4982\/revisions"}],"predecessor-version":[{"id":5059,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/posts\/4982\/revisions\/5059"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=\/wp\/v2\/media\/1218"}],"wp:attachment":[{"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4982"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4982"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/obenkyolab.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4982"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}