{"id":607,"date":"2023-02-04T20:11:22","date_gmt":"2023-11-24T13:12:16","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/index.php\/2023\/11\/30\/%e6%8e%a2%e7%b4%a2%e7%9a%84%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%ef%bc%88eda%ef%bc%89%ef%bc%9apython%e3%81%ae%e9%96%a2%e6%95%b0%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6\/"},"modified":"2025-08-01T01:02:18","modified_gmt":"2025-07-31T16:02:18","slug":"%e6%8e%a2%e7%b4%a2%e7%9a%84%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%ef%bc%88eda%ef%bc%89%ef%bc%9apython%e3%81%ae%e9%96%a2%e6%95%b0%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/%e6%8e%a2%e7%b4%a2%e7%9a%84%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%ef%bc%88eda%ef%bc%89%ef%bc%9apython%e3%81%ae%e9%96%a2%e6%95%b0%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6\/","title":{"rendered":"\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790\uff08EDA\uff09\uff1aPython\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066"},"content":{"rendered":"<p>\u524d\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30b0\u30e9\u30d5\u3092\u4f7f\u3063\u305fEDA\u306e\u65b9\u6cd5\u3092\u898b\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Python\u3067\u306eExploratory Data Analysis\uff08\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790\uff09\u306b\u4f7f\u7528\u3055\u308c\u308bPython\u95a2\u6570\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002\u79c1\u305f\u3061\u304c\u7686\u77e5\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u3001EDA\u306f\u30c7\u30fc\u30bf\u306e\u7c21\u5358\u306a\u7406\u89e3\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u3069\u308c\u3060\u3051\u91cd\u8981\u304b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3067\u3059\u306e\u3067\u3001\u6642\u9593\u3092\u7121\u99c4\u306b\u305b\u305a\u306b\u59cb\u3081\u307e\u3057\u3087\u3046\uff01<\/p>\n<hr \/>\n<h2>\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790 &#8211; EDA<\/h2>\n<ul class=\"post-ul\">\n<li>EDA is applied to investigate the data and summarize the key insights.<\/li>\n<li>It will give you the basic understanding of your data, it\u2019s distribution, null values and much more.<\/li>\n<li>You can either explore data using graphs or through some python functions.<\/li>\n<li>There will be two type of analysis. Univariate and Bivariate. In the univariate, you will be analyzing a single attribute. But in the bivariate, you will be analyzing an attribute with the target attribute.<\/li>\n<li>In the non-graphical approach, you will be using functions such as shape, summary, describe, isnull, info, datatypes and more.<\/li>\n<li>In the graphical approach, you will be using plots such as scatter, box, bar, density and correlation plots.<\/li>\n<\/ul>\n<hr \/>\n<h2>\u30c7\u30fc\u30bf\u3092\u30ed\u30fc\u30c9\u3059\u308b<\/h2>\n<p>\u307e\u305a\u306f\u3001\u6700\u521d\u306b\u3084\u308b\u3079\u304d\u3053\u3068\u3067\u3059\u306d\u3002EDA\uff08\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u89e3\u6790\uff09\u3092\u884c\u3046\u305f\u3081\u306b\u3001\u30bf\u30a4\u30bf\u30cb\u30c3\u30af\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092Python\u306b\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#Load the required libraries<\/span>\r\n<span class=\"token keyword\">import<\/span> pandas <span class=\"token keyword\">as<\/span> pd\r\n<span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\r\n<span class=\"token keyword\">import<\/span> seaborn <span class=\"token keyword\">as<\/span> sns\r\n\r\n<span class=\"token comment\">#Load the data<\/span>\r\ndf <span class=\"token operator\">=<\/span> pd<span class=\"token punctuation\">.<\/span>read_csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">'titanic.csv'<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n\r\n<span class=\"token comment\">#View the data<\/span>\r\ndf<span class=\"token punctuation\">.<\/span>head<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65649697daa94e2bdf7bfd33\/8-0.png\" alt=\"Titanic 3\" \/><\/div>\n<p>\u79c1\u305f\u3061\u306e\u30c7\u30fc\u30bf\u306f\u63a2\u7d22\u306e\u6e96\u5099\u304c\u3067\u304d\u3066\u3044\u307e\u3059\uff01<\/p>\n<hr \/>\n<h2>\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u57fa\u672c\u7684\u306a\u60c5\u5831- EDA<\/h2>\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u95a2\u3059\u308b\u57fa\u672c\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308bdf.info()\u95a2\u6570\u3067\u3059\u3002\u3069\u3093\u306a\u30c7\u30fc\u30bf\u3067\u3042\u308c\u3001\u305d\u306e\u60c5\u5831\u3092\u77e5\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u308b\u3053\u3068\u306f\u826f\u3044\u3067\u3059\u3002\u3067\u306f\u3001\u79c1\u305f\u3061\u306e\u30c7\u30fc\u30bf\u3067\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u304b\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#Basic information<\/span>\r\n\r\ndf<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\">#Describe the data<\/span>\r\n\r\ndf<span class=\"token punctuation\">.<\/span>describe<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65649697daa94e2bdf7bfd33\/14-0.png\" alt=\"EDA Df Info \" \/><\/div>\n<ul class=\"post-ul\">\n<li>Describe the data &#8211; Descriptive statistics.<\/li>\n<\/ul>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65649697daa94e2bdf7bfd33\/16-0.png\" alt=\"Describe\" \/><\/div>\n<p>\u3053\u306e\u6a5f\u80fd\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4e0a\u8a18\u306e\u51fa\u529b\u306b\u793a\u3055\u308c\u308b\u3088\u3046\u306b\u3001\u30cc\u30eb\u5024\u306e\u6570\u3001\u30c7\u30fc\u30bf\u578b\u3001\u304a\u3088\u3073\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3001\u305d\u3057\u3066\u8a18\u8ff0\u7d71\u8a08\u60c5\u5831\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<hr \/>\n<h2>2. \u91cd\u8907\u3057\u305f\u5024<\/h2>\n<p>\u30c7\u30fc\u30bf\u306b\u91cd\u8907\u3059\u308b\u5024\u304c\u3042\u308b\u5834\u5408\u306f\u3001df.duplicate.sum() \u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u91cd\u8907\u3057\u305f\u5024\u306e\u5408\u8a08\u3092\u8868\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u5185\u306b\u91cd\u8907\u3059\u308b\u5024\u304c\u3042\u308b\u5834\u5408\u3001\u91cd\u8907\u3059\u308b\u5024\u306e\u6570\u3082\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#Find the duplicates<\/span>\r\n\r\ndf<span class=\"token punctuation\">.<\/span>duplicated<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>0. \u79c1\u306f\u65e5\u672c\u8a9e\u3092\u81ea\u7136\u306b\u30d1\u30e9\u30d5\u30ec\u30fc\u30ba\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4e00\u3064\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3060\u3051\u3067\u69cb\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>\u307e\u3042\u3001\u305d\u306e\u95a2\u6570\u306f\u300c0\u300d\u3092\u8fd4\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u79c1\u305f\u3061\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u91cd\u8907\u3059\u308b\u5024\u304c\u5b58\u5728\u3057\u306a\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u3001\u77e5\u308b\u3053\u3068\u306f\u975e\u5e38\u306b\u826f\u3044\u3053\u3068\u3067\u3059\u3002<\/p>\n<hr \/>\n<h2>3. \u30c7\u30fc\u30bf\u5185\u306e\u7279\u7570\u30fb\u30e6\u30cb\u30fc\u30af\u306a\u5024<\/h2>\n<p>Python\u306eunique\uff08\uff09\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u5217\u5185\u306e\u30e6\u30cb\u30fc\u30af\u306a\u5024\u306e\u6570\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#unique values<\/span>\r\n\r\ndf<span class=\"token punctuation\">[<\/span><span class=\"token string\">'Pclass'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>unique<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\ndf<span class=\"token punctuation\">[<\/span><span class=\"token string\">'Survived'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>unique<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\ndf<span class=\"token punctuation\">[<\/span><span class=\"token string\">'Sex'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>unique<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>array([3, 1, 2], dtype=int64)\r\n\r\n\r\narray([0, 1], dtype=int64)\r\n\r\n\r\narray(['male', 'female'], dtype=object)\r\n<\/code><\/pre>\n<p>unique()\u95a2\u6570\u306f\u3001\u30c7\u30fc\u30bf\u306b\u5b58\u5728\u3059\u308b\u30e6\u30cb\u30fc\u30af\u306a\u5024\u3092\u8fd4\u3057\u3066\u304f\u308c\u308b\u306e\u3067\u3001\u975e\u5e38\u306b\u4fbf\u5229\u3067\u3059\uff01<\/p>\n<hr \/>\n<h2>4. \u30e6\u30cb\u30fc\u30af\u306a\u6570\u3092\u8996\u899a\u5316\u3059\u308b\u3002<\/h2>\n<p>\u306f\u3044\u3001\u30c7\u30fc\u30bf\u306b\u5b58\u5728\u3059\u308b\u30e6\u30cb\u30fc\u30af\u306a\u5024\u3092\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u306b\u3001\u79c1\u305f\u3061\u306fseaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002sns.countplot()\u95a2\u6570\u3092\u547c\u3073\u51fa\u3057\u3001\u30ab\u30a6\u30f3\u30c8\u30d7\u30ed\u30c3\u30c8\u3092\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u5909\u6570\u3092\u6307\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#Plot the unique values<\/span>\r\n\r\nsns<span class=\"token punctuation\">.<\/span>countplot<span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">[<\/span><span class=\"token string\">'Pclass'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>unique<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65649697daa94e2bdf7bfd33\/34-0.png\" alt=\"Countplot\" \/><\/div>\n<p>\u305d\u308c\u306f\u7d20\u6674\u3089\u3057\u3044\u3067\u3059\u306d\uff01\u3042\u306a\u305f\u306f\u4e0a\u624b\u304f\u3084\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u308c\u306f\u305d\u3093\u306a\u306b\u96e3\u3057\u304f\u306a\u3044\u3067\u3059\u3088\u3002EDA\u306b\u306f2\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u3068\u975e\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u308c\u3070\u5168\u4f53\u7684\u306a\u5927\u5c40\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n<hr \/>\n<h2>5. \u30cc\u30eb\u5024\u3092\u898b\u3064\u3051\u308b<\/h2>\n<p>\u6b20\u640d\u5024\u306e\u767a\u898b\u306f\u3001EDA\u306b\u304a\u3051\u308b\u6700\u3082\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002\u4f55\u5ea6\u3082\u8a00\u3063\u305f\u3088\u3046\u306b\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u4fdd\u8a3c\u304c\u6700\u3082\u91cd\u8981\u3067\u3059\u3002\u3067\u306f\u3001\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u6b20\u640d\u5024\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#Find null values<\/span>\r\n\r\ndf<span class=\"token punctuation\">.<\/span>isnull<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>PassengerId      0\r\nSurvived         0\r\nPclass           0\r\nName             0\r\nSex              0\r\nAge            177\r\nSibSp            0\r\nParch            0\r\nTicket           0\r\nFare             0\r\nCabin          687\r\nEmbarked         2\r\n\r\ndtype: int64\r\n<\/code><\/pre>\n<p>\u3042\u3089\u3042\u3089\u3001\u300e\u5e74\u9f62\u300f\u3068\u300e\u5ba2\u5ba4\u300f\u306e\u5909\u6570\u306b\u30cc\u30eb\u5024\u304c\u3042\u308a\u307e\u3059\u306d\u3002\u3067\u3082\u5fc3\u914d\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u3059\u3050\u306b\u305d\u308c\u3089\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u3092\u898b\u3064\u3051\u307e\u3059\u3088\u3002<\/p>\n<hr \/>\n<h2>6. Null\u5024\u3092\u7f6e\u63db\u3059\u308b\u3002<\/h2>\n<p>\u306d\u3048\u3001null\u5024\u3092\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u3067\u7f6e\u304d\u63db\u3048\u308b\u305f\u3081\u306ereplace()\u95a2\u6570\u304c\u3042\u308b\u3088\u3002\u3081\u3061\u3083\u304f\u3061\u3083\u4fbf\u5229\u3060\u3088\u306d\uff01<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#Replace null values<\/span>\r\n\r\ndf<span class=\"token punctuation\">.<\/span>replace<span class=\"token punctuation\">(<\/span>np<span class=\"token punctuation\">.<\/span>nan<span class=\"token punctuation\">,<\/span><span class=\"token string\">'0'<\/span><span class=\"token punctuation\">,<\/span>inplace <span class=\"token operator\">=<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\">#Check the changes now<\/span>\r\ndf<span class=\"token punctuation\">.<\/span>isnull<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>PassengerId    0\r\nSurvived       0\r\nPclass         0\r\nName           0\r\nSex            0\r\nAge            0\r\nSibSp          0\r\nParch          0\r\nTicket         0\r\nFare           0\r\nCabin          0\r\nEmbarked       0\r\n\r\ndtype: int64\r\n<\/code><\/pre>\n<p>\u308f\u30fc\uff01\u3059\u3054\u3044\u3067\u3059\u306d\u3002\u30c7\u30fc\u30bf\u5185\u306enull\u5024\u3092\u898b\u3064\u3051\u3066\u7f6e\u304d\u63db\u3048\u308b\u306e\u306f\u3068\u3066\u3082\u7c21\u5358\u3067\u3059\u3002\u79c1\u306fnull\u5024\u30920\u3067\u7f6e\u304d\u63db\u3048\u307e\u3057\u305f\u304c\u3001\u5e73\u5747\u5024\u3084\u4e2d\u592e\u5024\u306a\u3069\u3001\u3088\u308a\u610f\u5473\u306e\u3042\u308b\u65b9\u6cd5\u3082\u9078\u3076\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<hr \/>\n<h2>7. \u30c7\u30fc\u30bf\u578b\u3092\u77e5\u3063\u3066\u3044\u308b<\/h2>\n<p>\u3042\u306a\u305f\u304c\u63a2\u7d22\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u578b\u3092\u77e5\u3063\u3066\u3044\u308b\u3053\u3068\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308a\u3001\u307e\u305f\u5bb9\u6613\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u304c\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u304b\u3001\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#Datatypes<\/span>\r\n\r\ndf<span class=\"token punctuation\">.<\/span>dtypes\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>PassengerId      int64\r\nSurvived         int64\r\nPclass           int64\r\nName            object\r\nSex             object\r\nAge             object\r\nSibSp            int64\r\nParch            int64\r\nTicket          object\r\nFare           float64\r\nCabin           object\r\nEmbarked        object\r\n\r\ndtype: object\r\n<\/code><\/pre>\n<p>\u305d\u308c\u3067\u7d42\u308f\u308a\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306bdtypes\u95a2\u6570\u3092\u4f7f\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3046\u3059\u308c\u3070\u3001\u5404\u5c5e\u6027\u306e\u30c7\u30fc\u30bf\u578b\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n<hr \/>\n<h2>8. \u30c7\u30fc\u30bf\u3092\u30d5\u30a3\u30eb\u30bf\u30fc\u3059\u308b\u3002<\/h2>\n<p>\u306f\u3044\u3001\u3044\u304f\u3064\u304b\u306e\u30ed\u30b8\u30c3\u30af\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#Filter data<\/span>\r\n\r\ndf<span class=\"token punctuation\">[<\/span>df<span class=\"token punctuation\">[<\/span><span class=\"token string\">'Pclass'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token operator\">==<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>head<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65649697daa94e2bdf7bfd33\/58-0.png\" alt=\"Filter\" \/><\/div>\n<p>\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001\u30af\u30e9\u30b91\u306b\u6240\u5c5e\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u5024\u306e\u307f\u304c\u8fd4\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<hr \/>\n<h2>9. \u77ed\u6642\u9593\u3067\u4f5c\u6210\u3055\u308c\u305f\u7bb1\u3072\u3052\u56f3<\/h2>\n<p>\u6570\u5024\u306e\u5217\u3092\u4f7f\u3063\u3066\u3001\u305f\u3063\u305f\u4e00\u884c\u306e\u30b3\u30fc\u30c9\u3067\u7bb1\u3072\u3052\u56f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#Boxplot<\/span>\r\n\r\ndf<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">'Fare'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>boxplot<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65649697daa94e2bdf7bfd33\/64-0.png\" alt=\"Eda Boxplot\" \/><\/div>\n<hr \/>\n<h2>10. \u76f8\u95a2\u30d7\u30ed\u30c3\u30c8 &#8211; \u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790<\/h2>\n<p>\u6700\u5f8c\u306b\u3001\u5909\u6570\u9593\u306e\u76f8\u95a2\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u76f8\u95a2\u95a2\u6570\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7570\u306a\u308b\u5909\u6570\u9593\u306e\u76f8\u95a2\u306e\u5f37\u3055\u306b\u3064\u3044\u3066\u516c\u5e73\u306a\u30a2\u30a4\u30c7\u30a2\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#Correlation <\/span>\r\n\r\ndf<span class=\"token punctuation\">.<\/span>corr<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65649697daa94e2bdf7bfd33\/69-0.png\" alt=\"Corr Matrix\" \/><\/div>\n<p>\u3053\u308c\u306f\u76f8\u95a2\u884c\u5217\u3067\u3059\u3002+1\u304b\u3089-1\u307e\u3067\u306e\u7bc4\u56f2\u3067\u3001+1\u306f\u9ad8\u304f\u6b63\u306e\u76f8\u95a2\u304c\u3042\u308a\u3001-1\u306f\u9ad8\u304f\u8ca0\u306e\u76f8\u95a2\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3001seaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u76f8\u95a2\u884c\u5217\u3092\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token comment\">#Correlation plot<\/span>\r\n\r\nsns<span class=\"token punctuation\">.<\/span>heatmap<span class=\"token punctuation\">(<\/span>df<span class=\"token punctuation\">.<\/span>corr<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65649697daa94e2bdf7bfd33\/73-0.png\" alt=\"Sns Correlation Plot\" \/><\/div>\n<hr \/>\n<h2>\u30a8\u30f3\u30c7\u30a3\u30f3\u30b0\u30ce\u30fc\u30c8-EDA<\/h2>\n<p>\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u7684\u5206\u6790\uff08EDA\uff09\u306f\u3001\u3069\u3093\u306a\u5206\u6790\u306b\u304a\u3044\u3066\u3082\u6700\u3082\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u591a\u304f\u306e\u60c5\u5831\u304c\u5f97\u3089\u308c\u307e\u3059\u3057\u3001\u307b\u3068\u3093\u3069\u306e\u8cea\u554f\u306e\u7b54\u3048\u304cEDA\u306b\u3088\u3063\u3066\u898b\u3064\u304b\u308a\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Python\u3092\u7528\u3044\u305f\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u306b\u4f7f\u308f\u308c\u308b\u95a2\u6570\u306e\u591a\u304f\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u8a18\u4e8b\u304b\u3089\u4f55\u304b\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308c\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n<p>\u4eca\u306f\u4ee5\u4e0a\u3067\u3059\uff01Python\u3092\u697d\u3057\u3093\u3067\u304f\u3060\u3055\u3044 \ud83d\ude42<\/p>\n<p>\u3082\u3063\u3068\u8aad\u3080\uff1a\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30b0\u30e9\u30d5\u3092\u4f7f\u3063\u305fEDA\u306e\u65b9\u6cd5\u3092\u898b\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Python\u3067\u306eExploratory Data Analysis\uff08\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790\uff09\u306b\u4f7f\u7528\u3055\u308c\u308bPython\u95a2\u6570\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002\u79c1\u305f\u3061\u304c\u7686\u77e5\u3063\u3066\u3044 [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[31,26],"class_list":["post-607","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-python","tag-26"],"yoast_head":"<!-- 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