{"id":4789,"date":"2022-03-13T00:16:31","date_gmt":"2022-03-12T15:16:31","guid":{"rendered":"https:\/\/obenkyolab.com\/?p=4789"},"modified":"2022-03-13T00:18:08","modified_gmt":"2022-03-12T15:18:08","slug":"%e3%80%90python%e3%80%91%e3%83%87%e3%83%bc%e3%82%bf%e3%81%8b%e3%82%89%e7%a2%ba%e7%8e%87%e5%af%86%e5%ba%a6%e9%96%a2%e6%95%b0%e3%82%92%e6%8e%a8%e5%ae%9a%e3%81%99%e3%82%8b","status":"publish","type":"post","link":"https:\/\/obenkyolab.com\/?p=4789","title":{"rendered":"\u3010Python\u3011\u30c7\u30fc\u30bf\u304b\u3089\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u3092\u63a8\u5b9a\u3059\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=4789\/#%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=4789\/#%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=4789\/#%E4%BD%BF%E7%94%A8%E3%83%87%E3%83%BC%E3%82%BF\" >\u4f7f\u7528\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=4789\/#%E7%A2%BA%E7%8E%87%E5%AF%86%E5%BA%A6%E9%96%A2%E6%95%B0%E3%82%92%E6%B1%82%E3%82%81%E3%82%8B%E6%89%8B%E9%A0%86\" >\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u3092\u6c42\u3081\u308b\u624b\u9806<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/obenkyolab.com\/?p=4789\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BF\" >\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/obenkyolab.com\/?p=4789\/#%E3%83%92%E3%82%B9%E3%83%88%E3%82%B0%E3%83%A9%E3%83%A0%E3%82%92%E8%A6%8B%E3%81%A6%E3%81%BF%E3%82%8B\" >\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u898b\u3066\u307f\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/obenkyolab.com\/?p=4789\/#%E3%82%AB%E3%83%BC%E3%83%8D%E3%83%AB%E5%AF%86%E5%BA%A6%E6%8E%A8%E5%AE%9A\" >\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a<\/a><\/li><\/ul><\/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=4789\/#seaborn%E3%82%92%E4%BD%BF%E3%81%86%E6%96%B9%E6%B3%95\" >seaborn\u3092\u4f7f\u3046\u65b9\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/obenkyolab.com\/?p=4789\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/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>\u7d71\u8a08\u5b66\u3067\u9023\u7d9a\u7684\u306a\u78ba\u7387\u5909\u6570\u306e\u5024\u3092\u6271\u3046\u5834\u5408\u306b\u306f\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u3092\u7528\u3044\u3066\u78ba\u7387\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306fPython\u3067\u5b9f\u30c7\u30fc\u30bf\u304b\u3089\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u3092\u63a8\u5b9a\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u7d39\u4ecb\u3057\u3066\u3044\u304d\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<p>Python 3.8.10<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8%E3%83%87%E3%83%BC%E3%82%BF\"><\/span>\u4f7f\u7528\u30c7\u30fc\u30bf<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Justin Kiggins\u6c0f\u304cOpen Datasource\u3068\u3057\u3066\u516c\u958b\u3055\u308c\u3066\u3044\u308bAvocado Prices\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002kaggle\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.kaggle.com\/neuromusic\/avocado-prices\">Avocado Prices | Kaggle<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%A2%BA%E7%8E%87%E5%AF%86%E5%BA%A6%E9%96%A2%E6%95%B0%E3%82%92%E6%B1%82%E3%82%81%E3%82%8B%E6%89%8B%E9%A0%86\"><\/span>\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u3092\u6c42\u3081\u308b\u624b\u9806<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BF\"><\/span>\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>kaggle\u306e\u30b5\u30a4\u30c8\u304b\u3089\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001pandas\u306eread_csv\u3092\u4f7f\u7528\u3057\u3066\u8aad\u307f\u8fbc\u307f\u307e\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\ndf = pd.read_csv(&#39;.\/\/datasets\/\/avocado.csv&#39;)\ndf.head()<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-large waku\"><img loading=\"lazy\" decoding=\"async\" width=\"700\" height=\"124\" src=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-700x124.png\" alt=\"\" class=\"wp-image-4790\" srcset=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-700x124.png 700w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-300x53.png 300w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-768x137.png 768w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image.png 984w\" sizes=\"auto, (max-width: 700px) 100vw, 700px\" \/><figcaption>Avocado Prices\u306f\u65e5\u4ed8(Date)\u3084\u5e73\u5747\u4fa1\u683c(AveragePrice)\u306a\u3069\u69d8\u3005\u306a\u9805\u76ee\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u4eca\u56de\u306e\u4f8b\u3067\u306fAveragePrice\u3092\u4f7f\u7528\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%92%E3%82%B9%E3%83%88%E3%82%B0%E3%83%A9%E3%83%A0%E3%82%92%E8%A6%8B%E3%81%A6%E3%81%BF%E3%82%8B\"><\/span>\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u898b\u3066\u307f\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u307e\u305a\u306fAveragePrice\u306e\u5206\u5e03\u3092\u307f\u3066\u307f\u307e\u3059\u3002matplotlib\u306ehist\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u7c21\u5358\u306b\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u8868\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u5165\u529b\u304cnumpy\u914d\u5217\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081numpy\u306eto_numpy\u30e1\u30bd\u30c3\u30c9\u3067\u4e8b\u524d\u306b\u5909\u63db\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>import numpy as np\n%matplotlib inline\nimport matplotlib.pyplot as plt\n\n#numpy\u914d\u5217\u3078\u5909\u63db\ndata = df[&#39;AveragePrice&#39;].to_numpy()\n\n#\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u8868\u793a\nplt.hist(data)<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full waku\"><img loading=\"lazy\" decoding=\"async\" width=\"523\" height=\"345\" src=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-1.png\" alt=\"\" class=\"wp-image-4791\" srcset=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-1.png 523w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-1-300x198.png 300w\" sizes=\"auto, (max-width: 523px) 100vw, 523px\" \/><\/figure>\n\n\n\n<p>\u3053\u308c\u3060\u3051\u3067\u3082\u30c7\u30fc\u30bf\u306e\u7279\u6027\u306e\u6982\u8981\u306f\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u3055\u3089\u306b\u3053\u3053\u304b\u3089\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u3092\u6c42\u3081\u3066\u3053\u306e\u65e5\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u4e0a\u306b\u63cf\u753b\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p> <\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%82%AB%E3%83%BC%E3%83%8D%E3%83%AB%E5%AF%86%E5%BA%A6%E6%8E%A8%E5%AE%9A\"><\/span>\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u306e\u63a8\u5b9a\u3068\u3057\u3066Kernel Density\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002KernelDensity\u306f\u30ce\u30f3\u30d1\u30e9\u30e1\u30c8\u30ea\u30c3\u30af\u6cd5\u3068\u547c\u3070\u308c\u308b\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u63a8\u5b9a\u306e\u65b9\u6cd5\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>scikitlearn.neighbors\u306eKernelDensity\u3068\u3044\u3046\u3082\u306e\u304c\u3042\u308a\u3001\u3068\u3066\u3082\u30b7\u30f3\u30d7\u30eb\u306b\u4f7f\u7528\u3067\u304d\u308b\u305f\u3081\u3053\u3061\u3089\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<br><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/density.html\">2.8. Density Estimation \u2014 scikit-learn 1.0.2 documentation<\/a><\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>from sklearn.neighbors import KernelDensity\n\n#\u30ab\u30fc\u30cd\u30eb\u95a2\u6570\u306f\u30ac\u30a6\u30b7\u30a2\u30f3\u3067\u30e2\u30c7\u30eb\u30d5\u30a3\u30c3\u30c8\nkde = KernelDensity(kernel=&#39;gaussian&#39;, bandwidth=0.2).fit(data[:,None]) \n\n#\u30e2\u30c7\u30eb\u5165\u529b\u7528\u306eX\u8ef8\u30c7\u30fc\u30bf\u7528\u610f\nx = np.linspace(0,3.5, 2000)[:,None]\n\n#KernelDensity\u30e2\u30c7\u30eb\u3067\u78ba\u7387\u5bc6\u5ea6\u8a08\u7b97\ndens = kde.score_samples(x)\n\n#\u63cf\u753b\u7528fig\u6e96\u5099\nfig = plt.figure()\nax1 = fig.add_subplot(111)\n\n#\u7b2c\u4e00\u8ef8\u306b\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u63cf\u753b\nax1.hist(data)\n\n#\u7b2c\u4e8c\u8ef8\u306b\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u306b\u3088\u308b\u63a8\u5b9a\u5024\u3092\u63cf\u753b\nax2 = ax1.twinx()\nax2.plot(x, np.exp(dens),color=&#39;orange&#39;)<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full waku\"><img loading=\"lazy\" decoding=\"async\" width=\"411\" height=\"279\" src=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-2.png\" alt=\"\" class=\"wp-image-4794\" srcset=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-2.png 411w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-2-300x204.png 300w\" sizes=\"auto, (max-width: 411px) 100vw, 411px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"seaborn%E3%82%92%E4%BD%BF%E3%81%86%E6%96%B9%E6%B3%95\"><\/span>seaborn\u3092\u4f7f\u3046\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>seaborn\u306b\u306fkdeplot\u3068\u3044\u3046\u30e1\u30bd\u30c3\u30c9\u304c\u3042\u308a\u3001\u5358\u306b\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u3092\u63cf\u753b\u3059\u308b\u3060\u3051\u3067\u3042\u308c\u3070\u3053\u3061\u3089\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u4e00\u77ac\u3067\u63cf\u753b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/seaborn.pydata.org\/generated\/seaborn.kdeplot.html\">seaborn.kdeplot \u2014 seaborn 0.11.2 documentation (pydata.org)<\/a><\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import seaborn as sns\nsns.kdeplot(data=data)<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full waku\"><img loading=\"lazy\" decoding=\"async\" width=\"405\" height=\"280\" src=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-3.png\" alt=\"\" class=\"wp-image-4795\" srcset=\"https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-3.png 405w, https:\/\/obenkyolab.com\/wp-content\/uploads\/2022\/03\/image-3-300x207.png 300w\" sizes=\"auto, (max-width: 405px) 100vw, 405px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>python\u3092\u4f7f\u3046\u3053\u3068\u3067\u30c7\u30fc\u30bf\u304b\u3089\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u3092\u6c42\u3081\u308b\u3053\u3068\u304c\u7c21\u5358\u306b\u3067\u304d\u307e\u3059\u3002\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3068\u91cd\u306d\u3066\u78ba\u8a8d\u306a\u3069\u3082\u3067\u304d\u308b\u306e\u3067\u59a5\u5f53\u6027\u304c\u308f\u304b\u308a\u3084\u3059\u304f\u3066\u3044\u3044\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6982\u8981 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