{"id":646,"date":"2024-05-03T02:01:54","date_gmt":"2024-05-02T17:01:54","guid":{"rendered":"https:\/\/chocottopro.com\/?p=646"},"modified":"2024-05-03T02:01:54","modified_gmt":"2024-05-02T17:01:54","slug":"%e3%80%90%e5%88%9d%e5%bf%83%e8%80%85%e5%90%91%e3%81%91%e3%80%91%e3%81%9f%e3%81%a3%e3%81%9f15%e5%88%86%e3%81%a7%e3%83%9e%e3%82%b9%e3%82%bf%e3%83%bc%e3%81%a7%e3%81%8d%e3%82%8b%ef%bc%81ipython%e3%81%ae","status":"publish","type":"post","link":"https:\/\/chocottopro.com\/?p=646","title":{"rendered":"\u3010\u521d\u5fc3\u8005\u5411\u3051\u3011\u305f\u3063\u305f15\u5206\u3067\u30de\u30b9\u30bf\u30fc\u3067\u304d\u308b\uff01IPython\u306e\u4f7f\u3044\u65b9\u5b8c\u5168\u30ac\u30a4\u30c9"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">IPython\u306f\u3001Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u5b9f\u884c\u3067\u304d\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u30c7\u30fc\u30bf\u5206\u6790\u3084\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u304a\u308a\u3001Jupyter Notebook\u3068\u306e\u9023\u643a\u306b\u3088\u308a\u3001\u3055\u3089\u306b\u4fbf\u5229\u306b\u4f7f\u3048\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001IPython\u306e\u57fa\u790e\u304b\u3089\u5fdc\u7528\u307e\u3067\u309215\u5206\u3067\u5b66\u3079\u308b\u5b8c\u5168\u30ac\u30a4\u30c9\u3092\u304a\u5c4a\u3051\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-sgb-block-simple sgb-box-simple sgb-box-simple--title-normal sgb-box-simple--with-border\"><div style=\"background-color:var(--wp--preset--color--sango-main);color:#FFF\" class=\"sgb-box-simple__title\">\u3010\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3060\u3089\u308f\u304b\u308b\u3053\u3068\u3011<\/div><div class=\"sgb-box-simple__body\" style=\"border-color:var(--wp--preset--color--sango-main);background-color:#FFF\">\n<ul class=\"wp-block-list\">\n<li>IPython\u306e\u6982\u8981\u3068\u5229\u70b9 <\/li>\n\n\n\n<li>IPython\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5 <\/li>\n\n\n\n<li>IPython\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9 <\/li>\n\n\n\n<li>IPython\u3092\u4fbf\u5229\u306b\u4f7f\u3046\u305f\u3081\u306eTips <\/li>\n\n\n\n<li>Jupyter Notebook\u3068\u306e\u9023\u643a\u65b9\u6cd5 <\/li>\n\n\n\n<li>IPython\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5b9f\u8df5\u4f8b<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"toc\"><br \/>\n<b>Warning<\/b>:  Undefined array key \"is_admin\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>116<\/b><br \/>\n<br \/>\n<b>Warning<\/b>:  Undefined array key \"is_category_top\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>121<\/b><br \/>\n<br \/>\n<b>Warning<\/b>:  Undefined array key \"is_top\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>128<\/b><br \/>\n    <div id=\"toc_container\" class=\"sgb-toc--bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <a href=\"#i-0\">IPython\u3068\u306f\uff1f\u305d\u306e\u7279\u5fb4\u3068\u4eba\u6c17\u306e\u7406\u7531<\/a>  <\/li>  <li>    <a href=\"#i-1\">IPython\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-2\">\u74b0\u5883\u306e\u6e96\u5099<\/a>      <\/li>      <li>        <a href=\"#i-3\">pip\u3092\u4f7f\u3063\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/a>      <\/li>      <li>        <a href=\"#i-4\">conda\u3092\u4f7f\u3063\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-5\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-6\">IPython\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u30de\u30b9\u30bf\u30fc<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-7\">IPython\u306e\u8d77\u52d5\u3068\u7d42\u4e86<\/a>      <\/li>      <li>        <a href=\"#i-8\">\u30d8\u30eb\u30d7\u306e\u4f7f\u3044\u65b9\u3068\u4e3b\u8981\u306a\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9<\/a>      <\/li>      <li>        <a href=\"#i-9\">\u5909\u6570\u306e\u5b9a\u7fa9\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u64cd\u4f5c<\/a>      <\/li>      <li>        <a href=\"#i-10\">\u30d2\u30b9\u30c8\u30ea\u7ba1\u7406\u3068\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u5b9f\u884c<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-11\">\u30b3\u30fc\u30c9\u306e\u88dc\u5b8c\u3068\u30b7\u30f3\u30bf\u30c3\u30af\u30b9\u30cf\u30a4\u30e9\u30a4\u30c8<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-12\">IPython\u3092\u4f7f\u3044\u3053\u306a\u3059\u305f\u3081\u306e\u4fbf\u5229\u306aTips10\u9078<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-13\">1. \u30b3\u30de\u30f3\u30c9\u306e\u30a8\u30a4\u30ea\u30a2\u30b9\u8a2d\u5b9a<\/a>      <\/li>      <li>        <a href=\"#i-14\">2. \u30b9\u30af\u30ea\u30d7\u30c8\u30d5\u30a1\u30a4\u30eb\u3068\u306e\u9023\u643a<\/a>      <\/li>      <li>        <a href=\"#i-15\">3. \u5916\u90e8\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6d3b\u7528<\/a>      <\/li>      <li>        <a href=\"#i-16\">4. \u30de\u30eb\u30c1\u30e9\u30a4\u30f3\u306e\u30b3\u30de\u30f3\u30c9\u5165\u529b<\/a>      <\/li>      <li>        <a href=\"#i-17\">5. \u51fa\u529b\u7d50\u679c\u306e\u6574\u5f62\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0<\/a>      <\/li>      <li>        <a href=\"#i-18\">6. \u30b3\u30fc\u30c9\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3068\u6700\u9069\u5316<\/a>      <\/li>      <li>        <a href=\"#i-19\">7. \u4ed6\u8a00\u8a9e\u30ab\u30fc\u30cd\u30eb\u306e\u5229\u7528<\/a>      <\/li>      <li>        <a href=\"#i-20\">8. IPython\u306e\u8a2d\u5b9a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/a>      <\/li>      <li>        <a href=\"#i-21\">9. \u62e1\u5f35\u6a5f\u80fd\u306e\u5c0e\u5165\u3068\u30aa\u30ea\u30b8\u30ca\u30eb\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u306e\u4f5c\u6210<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-22\">10. IPython\u3092\u3082\u3063\u3068\u4fbf\u5229\u306b\u4f7f\u3046\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3084\u8cc7\u6599\u96c6<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-23\">IPython\u3068Jupyter Notebook\u306e\u9023\u643a<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-24\">Jupyter Notebook\u306e\u6982\u8981\u3068\u5229\u70b9<\/a>      <\/li>      <li>        <a href=\"#i-25\">IPython\u304b\u3089Jupyter Notebook\u3092\u8d77\u52d5\u3059\u308b\u65b9\u6cd5<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-26\">Jupyter Notebook\u4e0a\u3067IPython\u3092\u4f7f\u3046\u969b\u306eTips<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-27\">IPython\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5b9f\u8df5\u4f8b<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-28\">Pandas\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u52a0\u5de5<\/a>      <\/li>      <li>        <a href=\"#i-29\">Matplotlib\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/a>      <\/li>      <li>        <a href=\"#i-30\">Scipy\u3092\u4f7f\u3063\u305f\u7d71\u8a08\u51e6\u7406<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-31\">\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306e\u9023\u643a<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-32\">\u307e\u3068\u3081\uff1aIPython\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3066\u52b9\u7387\u7684\u306bPython\u3092\u4f7f\u3044\u3053\u306a\u305d\u3046\uff01<\/a>  <\/li><\/ul>\n      \n    <\/div><\/div><h2 class=\"wp-block-heading\" id=\"i-0\">IPython\u3068\u306f\uff1f\u305d\u306e\u7279\u5fb4\u3068\u4eba\u6c17\u306e\u7406\u7531<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\uff08Interactive Python\uff09\u306f\u3001Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u5bfe\u8a71\u578b\u30b7\u30a7\u30eb\uff08REPL\uff09\u3092\u62e1\u5f35\u3057\u305f\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u306f\u3001\u6a19\u6e96\u306ePython\u5bfe\u8a71\u578b\u30b7\u30a7\u30eb\u306b\u6bd4\u3079\u3066\u3001\u6b21\u306e\u3088\u3046\u306a\u7279\u5fb4\u3068\u5229\u70b9\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30bf\u30d6\u88dc\u5b8c\u306b\u3088\u308b\u5165\u529b\u88dc\u52a9\uff1a\u5909\u6570\u540d\u3084\u30e1\u30bd\u30c3\u30c9\u540d\u306e\u4e00\u90e8\u3092\u5165\u529b\u3059\u308b\u3068\u3001\u8a72\u5f53\u3059\u308b\u5019\u88dc\u3092\u30bf\u30d6\u30ad\u30fc\u3067\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b7\u30f3\u30bf\u30c3\u30af\u30b9\u30cf\u30a4\u30e9\u30a4\u30c8\uff1a\u30b3\u30fc\u30c9\u306e\u69cb\u6587\u306b\u5fdc\u3058\u3066\u8272\u5206\u3051\u8868\u793a\u3055\u308c\u308b\u305f\u3081\u3001\u53ef\u8aad\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\uff1a%\u304b\u3089\u59cb\u307e\u308b\u7279\u5225\u306a\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3063\u3066\u3001IPython\u306e\u8a2d\u5b9a\u5909\u66f4\u3084OS\u64cd\u4f5c\u306a\u3069\u304c\u884c\u3048\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b7\u30a7\u30eb\u30b3\u30de\u30f3\u30c9\u3068\u306e\u9023\u643a\uff1a\u611f\u5606\u7b26\uff08!\uff09\u306b\u7d9a\u3051\u3066\u30b7\u30a7\u30eb\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3059\u308b\u3068\u3001IPython\u304b\u3089\u76f4\u63a5\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d2\u30b9\u30c8\u30ea\u7ba1\u7406\uff1a\u904e\u53bb\u306b\u5b9f\u884c\u3057\u305f\u30b3\u30de\u30f3\u30c9\u306e\u5c65\u6b74\u3092\u547c\u3073\u51fa\u3057\u305f\u308a\u3001\u5b9f\u884c\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u51fa\u529b\u7d50\u679c\u306e\u8a18\u9332\u3068\u518d\u5229\u7528\uff1a\u30a2\u30f3\u30c0\u30fc\u30b9\u30b3\u30a2\uff08_\uff09\u3092\u4f7f\u3063\u3066\u3001\u76f4\u524d\u306e\u51fa\u529b\u7d50\u679c\u3092\u53c2\u7167\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8c4a\u5bcc\u306a\u8a2d\u5b9a\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\uff1a\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3092\u7de8\u96c6\u3059\u308b\u3053\u3068\u3067\u3001\u597d\u307f\u306b\u5408\u308f\u305b\u3066IPython\u306e\u52d5\u4f5c\u3092\u5909\u66f4\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\uff08\u30b7\u30a7\u30eb\u30b3\u30de\u30f3\u30c9\u306e\u5b9f\u884c\uff09:<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: !dir\n Volume in drive C has no label.\n Volume Serial Number is XX-XXXX\n\n Directory of C:\\Users\\username\n\n01\/01\/2023  11:00 PM    &lt;DIR&gt;          .\n01\/01\/2023  11:00 PM    &lt;DIR&gt;          ..\n01\/01\/2023  09:30 AM    &lt;DIR&gt;          Documents\n01\/02\/2023  04:15 PM    &lt;DIR&gt;          Downloads\n01\/15\/2023  08:45 PM    &lt;DIR&gt;          Music\n\nIn [2]: files = !dir\nIn [3]: print(files[5])\n01\/15\/2023  08:45 PM    &lt;DIR&gt;          Music<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u304c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u4eba\u6c17\u306e\u7406\u7531\u306f\u3001\u5bfe\u8a71\u7684\u306b\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u306a\u304c\u3089\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u3084\u89e3\u6790\u3092\u9032\u3081\u3089\u308c\u308b\u70b9\u306b\u3042\u308a\u307e\u3059\u3002Jupyter Notebook\u3068\u306e\u9023\u643a\u3082\u5bb9\u6613\u3067\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5b9f\u9a13\u74b0\u5883\u3068\u3057\u3066\u3082\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u8c4a\u5bcc\u306a\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3084\u8a2d\u5b9a\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u81ea\u5206\u306e\u4f7f\u3044\u52dd\u624b\u306b\u5408\u308f\u305b\u3066\u74b0\u5883\u3092\u6700\u9069\u5316\u3067\u304d\u308b\u67d4\u8edf\u6027\u306e\u9ad8\u3055\u3082\u7279\u9577\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u521d\u5fc3\u8005\u306b\u3068\u3063\u3066\u3082IPython\u306f\u5b66\u7fd2\u306b\u9069\u3057\u305f\u30c4\u30fc\u30eb\u3068\u8a00\u3048\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306e\u52d5\u4f5c\u3092\u9010\u6b21\u78ba\u8a8d\u3057\u306a\u304c\u3089\u66f8\u3051\u308b\u305f\u3081\u3001Python\u306e\u6587\u6cd5\u3084\u30c7\u30fc\u30bf\u69cb\u9020\u306e\u7406\u89e3\u304c\u6df1\u307e\u308a\u307e\u3059\u3002\u4fbf\u5229\u306a\u5165\u529b\u88dc\u5b8c\u3084\u30d8\u30eb\u30d7\u8868\u793a\u306e\u304a\u304b\u3052\u3067\u3001\u30b9\u30e0\u30fc\u30ba\u306b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u30b3\u30c4\u3092\u3064\u304b\u3081\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3092\u4f7f\u3044\u3053\u306a\u3059\u3053\u3068\u3067\u3001Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u751f\u7523\u6027\u3068\u5275\u9020\u6027\u3092\u9ad8\u3081\u3089\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf\u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u30bf\u30b9\u30af\u3082\u3001\u5bfe\u8a71\u7684\u306b\u9032\u3081\u306a\u304c\u3089\u30a2\u30a4\u30c7\u30a2\u3092\u5f62\u306b\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u306f\u305a\u3067\u3059\u3002\u6b21\u306f\u5b9f\u969b\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-1\">IPython\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u307e\u305aPython\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Python 3.x \u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u304c\u3001IPython\u306f Python 2.7 \u3067\u3082\u52d5\u4f5c\u3057\u307e\u3059\u3002\u6b21\u306b\u3001IPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-2\">\u74b0\u5883\u306e\u6e96\u5099<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u524d\u306b\u3001\u4ee5\u4e0b\u306e\u6e96\u5099\u304c\u6574\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Python 3.x \u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b<\/li>\n\n\n\n<li>pip\uff08Python\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\uff09\u304c\u4f7f\u7528\u53ef\u80fd\u3067\u3042\u308b<\/li>\n\n\n\n<li>conda\u3092\u4f7f\u3046\u5834\u5408\u306f\u3001Anaconda\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-3\">pip\u3092\u4f7f\u3063\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\uff08Windows\uff09\u307e\u305f\u306f\u30bf\u30fc\u30df\u30ca\u30eb\uff08Linux\/Mac\uff09\u3092\u958b\u304d\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066IPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">pip install ipython<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u5b9a\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u30d0\u30fc\u30b8\u30e7\u30f3\u756a\u53f7\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">pip install ipython==7.19.0<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-4\">conda\u3092\u4f7f\u3063\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Anaconda\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001<code>conda<\/code>\u30b3\u30de\u30f3\u30c9\u3067IPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">conda install -c conda-forge ipython<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u5b9a\u306e\u74b0\u5883\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u3044\u5834\u5408\u306f\u3001<code>-n<\/code>\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u74b0\u5883\u540d\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">conda install -c conda-forge -n myenv ipython<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-5\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u4e2d\u306b\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u70b9\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><code>pip<\/code>\u3084<code>conda<\/code>\u304c\u53e4\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u5834\u5408\u306f\u3001\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ol>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">   pip install --upgrade pip\n   conda update conda<\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u7570\u306a\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u306ePython\u3067\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002 venv\u3092\u4f7f\u3046\u65b9\u6cd5\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">   python -m venv myenv\n   myenv\\Scripts\\activate  # Windows\n   source myenv\/bin\/activate  # Linux\/Mac\n   pip install ipython<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">conda\u3092\u4f7f\u3046\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">   conda create -n myenv python=3.x\n   conda activate myenv\n   conda install -c conda-forge ipython<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3067IPython\u3092\u8d77\u52d5\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">ipython<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8d77\u52d5\u306b\u6210\u529f\u3059\u308c\u3070\u3001IPython\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u5b8c\u4e86\u3067\u3059\u3002\u3053\u308c\u3067IPython\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u5b66\u3076\u6e96\u5099\u304c\u6574\u3044\u307e\u3057\u305f\u3002\u6b21\u306e\u7ae0\u3067\u306f\u3001IPython\u306e\u4fbf\u5229\u306a\u6a5f\u80fd\u3084\u64cd\u4f5c\u65b9\u6cd5\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-6\">IPython\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u30de\u30b9\u30bf\u30fc<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u3089\u3001\u6b21\u306f\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u8eab\u306b\u3064\u3051\u307e\u3057\u3087\u3046\u3002\u3053\u3053\u3067\u306f\u3001IPython\u306e\u8d77\u52d5\u3068\u7d42\u4e86\u3001\u30d8\u30eb\u30d7\u306e\u4f7f\u3044\u65b9\u3001\u5909\u6570\u306e\u5b9a\u7fa9\u3001\u30d2\u30b9\u30c8\u30ea\u7ba1\u7406\u306a\u3069\u3001IPython\u3092\u4f7f\u3044\u3053\u306a\u3059\u305f\u3081\u306b\u5fc5\u8981\u306a\u64cd\u4f5c\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-7\">IPython\u306e\u8d77\u52d5\u3068\u7d42\u4e86<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3092\u8d77\u52d5\u3059\u308b\u306b\u306f\u3001\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u30bf\u30fc\u30df\u30ca\u30eb\u3067<code>ipython<\/code>\u3068\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">$ ipython\nPython 3.8.5 (default, Sep  3 2020, 21:29:08) [MSC v.1916 64 bit (AMD64)]\nType 'copyright', 'credits' or 'license' for more information\nIPython 7.19.0 -- An enhanced Interactive Python. Type '?' for help.\n\nIn [1]:<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8d77\u52d5\u3059\u308b\u3068\u3001<code>In [1]:<\/code>\u3068\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u3053\u3053\u3067Python\u306e\u30b3\u30fc\u30c9\u3092\u5165\u529b\u3057\u3001Enter\u30ad\u30fc\u3092\u62bc\u3059\u3068\u3001\u30b3\u30fc\u30c9\u304c\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3092\u7d42\u4e86\u3059\u308b\u306b\u306f\u3001<code>exit<\/code>\u307e\u305f\u306f<code>quit<\/code>\u3068\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: exit\n$<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-8\">\u30d8\u30eb\u30d7\u306e\u4f7f\u3044\u65b9\u3068\u4e3b\u8981\u306a\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u306b\u306f\u3001\u30d8\u30eb\u30d7\u3092\u8868\u793a\u3059\u308b\u305f\u3081\u306e\u4fbf\u5229\u306a\u30b3\u30de\u30f3\u30c9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>help(\u30aa\u30d6\u30b8\u30a7\u30af\u30c8)<\/code>\uff1a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u8868\u793a<\/li>\n\n\n\n<li><code>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8?<\/code>\uff1a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u7c21\u5358\u306a\u8aac\u660e\u3092\u8868\u793a<\/li>\n\n\n\n<li><code>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8??<\/code>\uff1a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u8868\u793a<\/li>\n<\/ul>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: help(len)\nHelp on built-in function len in module builtins:\n\nlen(obj, \/)\n    Return the number of items in a container.<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001IPython\u306b\u306f\u300c\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u300d\u3068\u547c\u3070\u308c\u308b\u7279\u6b8a\u306a\u30b3\u30de\u30f3\u30c9\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30b3\u30de\u30f3\u30c9\u306f\u3001<code>%<\/code>\u8a18\u53f7\u3067\u59cb\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>%run<\/code>\uff1aPython\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c<\/li>\n\n\n\n<li><code>%timeit<\/code>\uff1a\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u6642\u9593\u3092\u6e2c\u5b9a<\/li>\n\n\n\n<li><code>%history<\/code>\uff1a\u5165\u529b\u5c65\u6b74\u3092\u8868\u793a<\/li>\n\n\n\n<li><code>%matplotlib<\/code>\uff1aMatplotlib\u306e\u63cf\u753b\u30e2\u30fc\u30c9\u3092\u8a2d\u5b9a<\/li>\n\n\n\n<li><code>%pdb<\/code>\uff1a\u30c7\u30d0\u30c3\u30ac\uff08pdb\uff09\u3092\u6709\u52b9\u5316<\/li>\n<\/ul>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: %timeit sum(range(1000))\n8.97 \u00b5s \u00b1 80.5 ns per loop (mean \u00b1 std. dev. of 7 runs, 100000 loops each)<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-9\">\u5909\u6570\u306e\u5b9a\u7fa9\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u64cd\u4f5c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3067\u306f\u3001Python\u3068\u540c\u3058\u3088\u3046\u306b\u5909\u6570\u3092\u5b9a\u7fa9\u3057\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u64cd\u4f5c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: message = \"Hello, IPython!\"\n\nIn [2]: print(message)\nHello, IPython!<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ea\u30b9\u30c8\u3084\u30c7\u30a3\u30af\u30b7\u30e7\u30ca\u30ea\u306a\u3069\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u3082\u3001Python\u3068\u540c\u69d8\u306b\u6271\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: numbers = [1, 2, 3, 4, 5]\n\nIn [2]: numbers[2]\nOut[2]: 3\n\nIn [3]: numbers.append(6)\n\nIn [4]: numbers\nOut[4]: [1, 2, 3, 4, 5, 6]<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-10\">\u30d2\u30b9\u30c8\u30ea\u7ba1\u7406\u3068\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u5b9f\u884c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u306f\u3001\u5165\u529b\u3057\u305f\u30b3\u30de\u30f3\u30c9\u306e\u5c65\u6b74\u3092\u81ea\u52d5\u7684\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<code>%history<\/code>\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3046\u3068\u3001\u5165\u529b\u5c65\u6b74\u3092\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: %history\n   1: message = \"Hello, IPython!\"\n   2: print(message)\n   3: numbers = [1, 2, 3, 4, 5]\n   4: numbers[2]\n   5: numbers.append(6)\n   6: numbers<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><code>%run<\/code>\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3048\u3070\u3001IPython\u304b\u3089Python\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: %%writefile myscript.py\n   ...: def greet(name):\n   ...:     print(f\"Hello, {name}!\")\n   ...: \n   ...: greet(\"IPython\")\nOverwriting myscript.py\n\nIn [2]: %run myscript.py\nHello, IPython!<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-11\">\u30b3\u30fc\u30c9\u306e\u88dc\u5b8c\u3068\u30b7\u30f3\u30bf\u30c3\u30af\u30b9\u30cf\u30a4\u30e9\u30a4\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3067\u306f\u3001\u30bf\u30d6\u88dc\u5b8c\u6a5f\u80fd\u3092\u4f7f\u3063\u3066\u30b3\u30fc\u30c9\u306e\u5165\u529b\u3092\u88dc\u52a9\u3067\u304d\u307e\u3059\u3002\u5909\u6570\u540d\u3084\u30e1\u30bd\u30c3\u30c9\u540d\u306e\u4e00\u90e8\u3092\u5165\u529b\u3057\u3001Tab\u30ad\u30fc\u3092\u62bc\u3059\u3068\u3001\u8a72\u5f53\u3059\u308b\u5019\u88dc\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001IPython\u306f\u30b3\u30fc\u30c9\u306e\u30b7\u30f3\u30bf\u30c3\u30af\u30b9\u30cf\u30a4\u30e9\u30a4\u30c8\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306e\u69cb\u6587\u306b\u5fdc\u3058\u3066\u8272\u5206\u3051\u3055\u308c\u308b\u305f\u3081\u3001\u53ef\u8aad\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u304c\u3001IPython\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u306e\u6982\u8981\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u6a5f\u80fd\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5bfe\u8a71\u7684\u306bPython\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3001\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3084\u8996\u899a\u5316\u3092\u52b9\u7387\u7684\u306b\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002\u6b21\u306e\u7ae0\u3067\u306f\u3001IPython\u3092\u3055\u3089\u306b\u4fbf\u5229\u306b\u4f7f\u3046\u305f\u3081\u306eTips\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-12\">IPython\u3092\u4f7f\u3044\u3053\u306a\u3059\u305f\u3081\u306e\u4fbf\u5229\u306aTips10\u9078<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u30de\u30b9\u30bf\u30fc\u3057\u305f\u3089\u3001\u3055\u3089\u306b\u52b9\u7387\u7684\u306b\u4f5c\u696d\u3092\u9032\u3081\u308b\u305f\u3081\u306e\u4fbf\u5229\u306aTips\u3092\u899a\u3048\u307e\u3057\u3087\u3046\u3002\u3053\u3053\u3067\u306f\u3001IPython\u3092\u3082\u3063\u3068\u5feb\u9069\u306b\u4f7f\u3044\u3053\u306a\u3059\u305f\u3081\u306e10\u500b\u306eTips\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-13\">1. \u30b3\u30de\u30f3\u30c9\u306e\u30a8\u30a4\u30ea\u30a2\u30b9\u8a2d\u5b9a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3088\u304f\u4f7f\u3046\u30b3\u30de\u30f3\u30c9\u306b\u30a8\u30a4\u30ea\u30a2\u30b9\uff08\u5225\u540d\uff09\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u5165\u529b\u306e\u624b\u9593\u3092\u7701\u3051\u307e\u3059\u3002\u30a8\u30a4\u30ea\u30a2\u30b9\u3092\u8a2d\u5b9a\u3059\u308b\u306b\u306f\u3001<code>%alias<\/code>\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: %alias greet echo \"Hello, IPython!\"\n\nIn [2]: greet\nHello, IPython!<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a8\u30a4\u30ea\u30a2\u30b9\u306e\u4e00\u89a7\u3092\u8868\u793a\u3059\u308b\u306b\u306f<code>%alias -l<\/code>\u3001\u524a\u9664\u3059\u308b\u306b\u306f<code>%unalias \u30a8\u30a4\u30ea\u30a2\u30b9\u540d<\/code>\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-14\">2. \u30b9\u30af\u30ea\u30d7\u30c8\u30d5\u30a1\u30a4\u30eb\u3068\u306e\u9023\u643a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u304b\u3089Python\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001<code>%run<\/code>\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: %%writefile myscript.py\n   ...: print(\"This is a script file.\")\n   ...: \nOverwriting myscript.py\n\nIn [2]: %run myscript.py\nThis is a script file.<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001<code>%load<\/code>\u3084<code>%paste<\/code>\u3092\u4f7f\u3048\u3070\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u3092IPython\u306b\u8aad\u307f\u8fbc\u3093\u3060\u308a\u3001\u8cbc\u308a\u4ed8\u3051\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-15\">3. \u5916\u90e8\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6d3b\u7528<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3067\u306f\u3001\u5916\u90e8\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7c21\u5358\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u6570\u5024\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u306eNumPy\u3092\u4f7f\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: import numpy as np\n\nIn [2]: arr = np.array([1, 2, 3, 4, 5])\n\nIn [3]: arr.mean()\nOut[3]: 3.0<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-16\">4. \u30de\u30eb\u30c1\u30e9\u30a4\u30f3\u306e\u30b3\u30de\u30f3\u30c9\u5165\u529b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8907\u6570\u884c\u306b\u308f\u305f\u308b\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3059\u308b\u306b\u306f\u3001<code>%multiline<\/code>\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: %multiline\nIn [2]: def factorial(n):\n   ...:     if n == 0:\n   ...:         return 1\n   ...:     else:\n   ...:         return n * factorial(n - 1)\n   ...: \nIn [3]: factorial(5)\nOut[3]: 120<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30de\u30eb\u30c1\u30e9\u30a4\u30f3\u30e2\u30fc\u30c9\u3092\u7d42\u4e86\u3059\u308b\u306b\u306f\u3001<code>Ctrl + D<\/code>\uff08Windows\uff09\u307e\u305f\u306f<code>Ctrl + Z<\/code>\uff08Linux\/Mac\uff09\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-17\">5. \u51fa\u529b\u7d50\u679c\u306e\u6574\u5f62\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u51fa\u529b\u7d50\u679c\u3092\u898b\u3084\u3059\u304f\u6574\u5f62\u3059\u308b\u306b\u306f\u3001<code>%pprint<\/code>\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: import json\n\nIn [2]: data = {'name': 'John', 'age': 30, 'city': 'New York'}\n\nIn [3]: print(json.dumps(data))\n{\"name\": \"John\", \"age\": 30, \"city\": \"New York\"}\n\nIn [4]: %pprint json.dumps(data)\n{\n    \"age\": 30,\n    \"city\": \"New York\",\n    \"name\": \"John\"\n}<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001<code>%grep<\/code>\u3084<code>%sort<\/code>\u3092\u4f7f\u3048\u3070\u3001\u51fa\u529b\u7d50\u679c\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3057\u305f\u308a\u30bd\u30fc\u30c8\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-18\">6. \u30b3\u30fc\u30c9\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3068\u6700\u9069\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u6642\u9593\u3092\u6e2c\u5b9a\u3059\u308b\u306b\u306f\u3001<code>%timeit<\/code>\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">In [1]: def fibonacci(n):\n   ...:     if n &lt;= 1:\n   ...:         return n\n   ...:     else:\n   ...:         return fibonacci(n-1) + fibonacci(n-2)\n   ...: \n\nIn [2]: %timeit fibonacci(20)\n6.09 ms \u00b1 72.6 \u00b5s per loop (mean \u00b1 std. dev. of 7 runs, 100 loops each)<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001<code>%prun<\/code>\u3092\u4f7f\u3048\u3070\u3001\u30b3\u30fc\u30c9\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3092\u884c\u3044\u3001\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u7279\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-19\">7. \u4ed6\u8a00\u8a9e\u30ab\u30fc\u30cd\u30eb\u306e\u5229\u7528<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3067\u306f\u3001Python\u3060\u3051\u3067\u306a\u304fR\u3001Julia\u3001Scala\u3001JavaScript\u306a\u3069\u3001\u4ed6\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u30ab\u30fc\u30cd\u30eb\u3092\u4f7f\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002Jupyter Notebook\u3092\u4f7f\u3048\u3070\u3001\u7570\u306a\u308b\u8a00\u8a9e\u306e\u30ab\u30fc\u30cd\u30eb\u3092\u7c21\u5358\u306b\u5207\u308a\u66ff\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-20\">8. IPython\u306e\u8a2d\u5b9a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\uff08<code>ipython_config.py<\/code>\uff09\u3092\u7de8\u96c6\u3059\u308b\u3053\u3068\u3067\u3001IPython\u306e\u52d5\u4f5c\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5909\u66f4\u3001\u30a8\u30a4\u30ea\u30a2\u30b9\u306e\u5b9a\u7fa9\u3001\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u306e\u8ffd\u52a0\u306a\u3069\u3001\u597d\u307f\u306b\u5408\u308f\u305b\u305f\u8a2d\u5b9a\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-21\">9. \u62e1\u5f35\u6a5f\u80fd\u306e\u5c0e\u5165\u3068\u30aa\u30ea\u30b8\u30ca\u30eb\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u306e\u4f5c\u6210<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u306b\u306f\u3001\u591a\u304f\u306e\u62e1\u5f35\u6a5f\u80fd\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001<code>ipython-sql<\/code>\u3092\u4f7f\u3048\u3070\u3001IPython\u4e0a\u3067SQL\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u81ea\u5206\u3067\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-22\">10. IPython\u3092\u3082\u3063\u3068\u4fbf\u5229\u306b\u4f7f\u3046\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3084\u8cc7\u6599\u96c6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3092\u4f7f\u3044\u3053\u306a\u3059\u306b\u306f\u3001\u95a2\u9023\u3059\u308b\u30c4\u30fc\u30eb\u3084\u8cc7\u6599\u3092\u6d3b\u7528\u3059\u308b\u306e\u304c\u52b9\u679c\u7684\u3067\u3059\u3002Jupyter Notebook\u3092\u4f7f\u3048\u3070\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u958b\u767a\u74b0\u5883\u304c\u624b\u306b\u5165\u308a\u307e\u3059\u3002nbconvert\u3092\u4f7f\u3048\u3070\u3001Jupyter Notebook\u3092\u4ed6\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u5909\u63db\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001IPython Cookbook\u3084 Awesome IPython\u306a\u3069\u306e\u8cc7\u6599\u96c6\u3092\u53c2\u7167\u3059\u308c\u3070\u3001IPython\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u5b66\u3079\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u306e10\u500b\u306eTips\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001IPython\u3092\u3088\u308a\u5feb\u9069\u306b\u3001\u52b9\u7387\u7684\u306b\u4f7f\u3044\u3053\u306a\u305b\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002\u6b21\u306e\u7ae0\u3067\u306f\u3001IPython\u3068Jupyter Notebook\u306e\u9023\u643a\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-23\">IPython\u3068Jupyter Notebook\u306e\u9023\u643a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3092\u3055\u3089\u306b\u4fbf\u5229\u306b\u4f7f\u3046\u306b\u306f\u3001Jupyter Notebook\u3068\u306e\u9023\u643a\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002Jupyter Notebook\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u958b\u767a\u74b0\u5883\u3067\u3001\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u3001\u53ef\u8996\u5316\u3001\u6587\u66f8\u5316\u30921\u3064\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u4e0a\u3067\u884c\u3048\u307e\u3059\u3002IPython\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u304a\u308a\u3001Python\u3060\u3051\u3067\u306a\u304f\u4ed6\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u79d1\u5b66\u8a08\u7b97\u306a\u3069\u306e\u5206\u91ce\u3067\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-24\">Jupyter Notebook\u306e\u6982\u8981\u3068\u5229\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Jupyter Notebook\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7279\u5fb4\u3068\u5229\u70b9\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b3\u30fc\u30c9\u3068\u6587\u66f8\u30921\u3064\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u307e\u3068\u3081\u3089\u308c\u308b<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u7d50\u679c\u3092\u5373\u5ea7\u306b\u78ba\u8a8d\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u30b0\u30e9\u30d5\u3084\u30d7\u30ed\u30c3\u30c8\u3092\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5185\u306b\u8868\u793a\u3067\u304d\u308b<\/li>\n\n\n\n<li>Markdown\u8a18\u6cd5\u3092\u4f7f\u3063\u3066\u6587\u66f8\u3092\u8a18\u8ff0\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4ed6\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff08HTML\u3001PDF\u3001Python\u30b9\u30af\u30ea\u30d7\u30c8\u306a\u3069\uff09\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u8907\u6570\u306e\u8a00\u8a9e\u306b\u5bfe\u5fdc\uff08Python\u3001R\u3001Julia\u3001Scala\u3001JavaScript\u306a\u3069\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001Jupyter Notebook\u306f\u3001\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u3001\u5206\u6790\u3001\u53ef\u8996\u5316\u3001\u5171\u6709\u306b\u9069\u3057\u305f\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-25\">IPython\u304b\u3089Jupyter Notebook\u3092\u8d77\u52d5\u3059\u308b\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u304b\u3089Jupyter Notebook\u3092\u8d77\u52d5\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\uff08Windows\uff09\u307e\u305f\u306f\u30bf\u30fc\u30df\u30ca\u30eb\uff08Linux\/Mac\uff09\u3092\u958b\u304f<\/li>\n\n\n\n<li>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3001Enter\u30ad\u30fc\u3092\u62bc\u3059<\/li>\n<\/ol>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">$ jupyter notebook<\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30d6\u30e9\u30a6\u30b6\u304c\u81ea\u52d5\u7684\u306b\u958b\u304d\u3001Jupyter Notebook\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u304c\u8868\u793a\u3055\u308c\u308b<\/li>\n\n\n\n<li>\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u6210\u3059\u308b\u304b\u3001\u65e2\u5b58\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u958b\u304f<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\uff08Jupyter Notebook\u306e\u8d77\u52d5\uff09:<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">$ jupyter notebook\n[I 10:30:50.252 NotebookApp] Serving notebooks from local directory: \/path\/to\/directory\n[I 10:30:50.252 NotebookApp] The Jupyter Notebook is running at:\n[I 10:30:50.252 NotebookApp] http:\/\/localhost:8888\/?token=a1b2c3d4e5f6g7h8i9j0k1l2m3n4o5p6q7r8s9t0\n[I 10:30:50.252 NotebookApp]  or http:\/\/127.0.0.1:8888\/?token=a1b2c3d4e5f6g7h8i9j0k1l2m3n4o5p6q7r8s9t0\n[I 10:30:50.253 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-26\">Jupyter Notebook\u4e0a\u3067IPython\u3092\u4f7f\u3046\u969b\u306eTips<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Jupyter Notebook\u4e0a\u3067IPython\u3092\u4f7f\u3046\u969b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306aTips\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u306e\u4f7f\u7528\uff1a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u30bb\u30eb\u3067IPython\u306e\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>Markdown\u306b\u3088\u308b\u6587\u66f8\u5316\uff1a\u30bb\u30eb\u306e\u7a2e\u985e\u3092\u300cCode\u300d\u304b\u3089\u300cMarkdown\u300d\u306b\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u3001\u6587\u66f8\u3092\u8a18\u8ff0\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30e9\u30a4\u30f3\u3067\u306e\u30b0\u30e9\u30d5\u8868\u793a\uff1a<code>%matplotlib inline<\/code>\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u30b0\u30e9\u30d5\u3092\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5185\u306b\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\uff08Jupyter Notebook\u4e0a\u3067\u306e\u30b0\u30e9\u30d5\u8868\u793a\uff09:<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">%matplotlib inline\nimport matplotlib.pyplot as plt\nimport numpy as np\n\nx = np.linspace(0, 2 * np.pi, 100)\ny = np.sin(x)\n\nplt.plot(x, y)\nplt.title('Sine Function')\nplt.xlabel('x')\nplt.ylabel('sin(x)')\nplt.show()<\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\uff1a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092HTML\u3084PDF\u306a\u3069\u306e\u4ed6\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Jupyter Notebook\u3068IPython\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c7\u30fc\u30bf\u5206\u6790\u74b0\u5883\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u3001\u7d50\u679c\u306e\u78ba\u8a8d\u3001\u53ef\u8996\u5316\u3001\u6587\u66f8\u5316\u3092\u540c\u3058\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u4e0a\u3067\u884c\u3048\u308b\u305f\u3081\u3001\u4f5c\u696d\u306e\u52b9\u7387\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u3067\u3001\u5206\u6790\u306e\u518d\u73fe\u6027\u3092\u9ad8\u3081\u3001\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306e\u7ae0\u3067\u306f\u3001IPython\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5b9f\u8df5\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002Jupyter Notebook\u3068\u306e\u9023\u643a\u3092\u6d3b\u304b\u3057\u306a\u304c\u3089\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u5206\u6790\u3092\u9032\u3081\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-27\">IPython\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5b9f\u8df5\u4f8b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3068Jupyter Notebook\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30bf\u30b9\u30af\u306b\u975e\u5e38\u306b\u9069\u3057\u305f\u30c4\u30fc\u30eb\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u3001IPython\u3092\u6d3b\u7528\u3057\u305f\u30c7\u30fc\u30bf\u5206\u6790\u306e\u6d41\u308c\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002Pandas\u3001Matplotlib\u3001Scipy\u3001Scikit-learn\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u52a0\u5de5\u3001\u53ef\u8996\u5316\u3001\u7d71\u8a08\u51e6\u7406\u3001\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u3092\u52b9\u7387\u7684\u306b\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-28\">Pandas\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u52a0\u5de5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Pandas\u306f\u3001Python\u306e\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u3092\u69cb\u9020\u5316\u3057\u3066\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u96c6\u8a08\u3001\u7d50\u5408\u306a\u3069\u306e\u64cd\u4f5c\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\uff08\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u57fa\u672c\u7684\u306a\u64cd\u4f5c\uff09:<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import pandas as pd\n\n# CSV\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\ndf = pd.read_csv('data.csv')\n\n# \u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306e\u5148\u982d5\u884c\u3092\u8868\u793a\nprint(df.head())\n\n# \u5217\u306e\u9078\u629e\nprint(df['column_name'])\n\n# \u884c\u306e\u9078\u629e\uff08\u6761\u4ef6\u306b\u57fa\u3065\u304f\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\uff09\nprint(df[df['column_name'] &gt; 0])\n\n# \u30b0\u30eb\u30fc\u30d7\u5316\u3068\u96c6\u8a08\nprint(df.groupby('column_name').mean())<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-29\">Matplotlib\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Matplotlib\u306f\u3001Python\u306e\u4ee3\u8868\u7684\u306a\u30b0\u30e9\u30d5\u63cf\u753b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3001\u6563\u5e03\u56f3\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3001\u68d2\u30b0\u30e9\u30d5\u306a\u3069\u3001\u69d8\u3005\u306a\u30bf\u30a4\u30d7\u306e\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002Pandas\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3068\u9023\u643a\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306b\u5a01\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\uff08\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u306e\u63cf\u753b\uff09:<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import pandas as pd\nimport matplotlib.pyplot as plt\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndf = pd.read_csv('data.csv')\n\n# \u6298\u308c\u7dda\u30b0\u30e9\u30d5\u306e\u63cf\u753b\ndf.plot(x='date', y='value')\nplt.title('Line Plot')\nplt.xlabel('Date')\nplt.ylabel('Value')\nplt.show()<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-30\">Scipy\u3092\u4f7f\u3063\u305f\u7d71\u8a08\u51e6\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Scipy\u306f\u3001\u79d1\u5b66\u8a08\u7b97\u306e\u305f\u3081\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u7d71\u8a08\u51e6\u7406\u306b\u5fc5\u8981\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u7d71\u8a08\u95a2\u6570\u3001\u78ba\u7387\u5206\u5e03\u3001\u4eee\u8aac\u691c\u5b9a\u306a\u3069\u3001\u30c7\u30fc\u30bf\u306e\u7d71\u8a08\u7684\u5206\u6790\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002Pandas\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u8981\u7d04\u7d71\u8a08\u91cf\u306e\u8a08\u7b97\u3084\u4eee\u8aac\u691c\u5b9a\u3092\u7c21\u5358\u306b\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\uff08\u57fa\u672c\u7d71\u8a08\u91cf\u306e\u8a08\u7b97\u3068\u4eee\u8aac\u691c\u5b9a\uff09:<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import pandas as pd\nfrom scipy import stats\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndf = pd.read_csv('data.csv')\n\n# \u57fa\u672c\u7d71\u8a08\u91cf\u306e\u8a08\u7b97\nprint(df['column_name'].describe())\n\n# 2\u7fa4\u306e\u5e73\u5747\u5024\u306e\u5dee\u306e\u691c\u5b9a\uff08t\u691c\u5b9a\uff09\ngroup1 = df[df['group'] == 'A']['value']\ngroup2 = df[df['group'] == 'B']['value']\nt_stat, p_value = stats.ttest_ind(group1, group2)\nprint(f't-statistic: {t_stat}, p-value: {p_value}')<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-31\">\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306e\u9023\u643a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Scikit-learn\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u5206\u985e\u3001\u56de\u5e30\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u6b21\u5143\u524a\u6e1b\u306a\u3069\u3001\u69d8\u3005\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002Pandas\u3084NumPy\u3068\u9023\u643a\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u30fb\u8a55\u4fa1\u307e\u3067\u3092\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\uff08\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306b\u3088\u308b\u5206\u985e\uff09:<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import pandas as pd\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.model_selection import train_test_split\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndf = pd.read_csv('data.csv')\n\n# \u7279\u5fb4\u91cf\u3068\u30bf\u30fc\u30b2\u30c3\u30c8\u5909\u6570\u306e\u5206\u5272\nX = df[['feature1', 'feature2']]\ny = df['target']\n\n# \u30c7\u30fc\u30bf\u306e\u5206\u5272\uff08\u8a13\u7df4\u7528\u3068\u30c6\u30b9\u30c8\u7528\uff09\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\nmodel = LogisticRegression()\nmodel.fit(X_train, y_train)\n\n# \u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\nprint(f'Accuracy: {model.score(X_test, y_test)}')<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u306e\u4f8b\u304b\u3089\u308f\u304b\u308b\u3088\u3046\u306b\u3001IPython\u3068Jupyter Notebook\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u52b9\u7387\u7684\u306b\u9032\u3081\u3089\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u304b\u3089\u52a0\u5de5\u3001\u53ef\u8996\u5316\u3001\u7d71\u8a08\u51e6\u7406\u3001\u6a5f\u68b0\u5b66\u7fd2\u307e\u3067\u3092\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u5b9f\u884c\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u7684\u5206\u6790\u306b\u975e\u5e38\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5f62\u5f0f\u3067\u5206\u6790\u306e\u904e\u7a0b\u3092\u8a18\u9332\u3067\u304d\u308b\u305f\u3081\u3001\u518d\u73fe\u6027\u306e\u78ba\u4fdd\u3084\u5171\u6709\u3082\u5bb9\u6613\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7d44\u307f\u5408\u308f\u305b\u3001IPython\u3068Jupyter Notebook\u306e\u5229\u70b9\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u7279\u6027\u306b\u5408\u308f\u305b\u3066\u9069\u5207\u306a\u5206\u6790\u624b\u6cd5\u3092\u9078\u629e\u3057\u3001\u30b3\u30fc\u30c9\u3068\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u4e00\u4f53\u5316\u3057\u3066\u7ba1\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u679c\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-32\">\u307e\u3068\u3081\uff1aIPython\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3066\u52b9\u7387\u7684\u306bPython\u3092\u4f7f\u3044\u3053\u306a\u305d\u3046\uff01<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001IPython\u306e\u6982\u8981\u304b\u3089\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u3001\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3001\u4fbf\u5229\u306aTips\u3001Jupyter Notebook\u3068\u306e\u9023\u643a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5b9f\u8df5\u4f8b\u307e\u3067\u3092\u5e45\u5e83\u304f\u7d39\u4ecb\u3057\u3066\u304d\u307e\u3057\u305f\u3002IPython\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u751f\u7523\u6027\u3092\u5927\u304d\u304f\u5411\u4e0a\u3055\u305b\u3089\u308c\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u306e\u4e3b\u306a\u5229\u70b9\u306f\u3001\u5bfe\u8a71\u7684\u306bPython\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3067\u304d\u308b\u70b9\u306b\u3042\u308a\u307e\u3059\u3002\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u76f4\u63a5\u30b3\u30fc\u30c9\u3092\u5165\u529b\u3057\u3001\u5b9f\u884c\u7d50\u679c\u3092\u3059\u3050\u306b\u78ba\u8a8d\u3067\u304d\u308b\u305f\u3081\u3001\u30a2\u30a4\u30c7\u30a2\u306e\u8a66\u884c\u932f\u8aa4\u3084\u30c7\u30d0\u30c3\u30b0\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u8c4a\u5bcc\u306a\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3084\u8a2d\u5b9a\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u306b\u3088\u308a\u3001\u81ea\u5206\u306e\u597d\u307f\u306b\u5408\u308f\u305b\u305f\u958b\u767a\u74b0\u5883\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001Jupyter Notebook\u3068\u306e\u9023\u643a\u306b\u3088\u308a\u3001IPython\u306e\u53ef\u80fd\u6027\u304c\u5927\u304d\u304f\u5e83\u304c\u308a\u307e\u3059\u3002\u30b3\u30fc\u30c9\u3068\u6587\u66f8\u30921\u3064\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u307e\u3068\u3081\u3089\u308c\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u52b9\u7387\u5316\u3067\u304d\u307e\u3059\u3002Pandas\u3001Matplotlib\u3001Scipy\u3001Scikit-learn\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u52a0\u5de5\u3001\u53ef\u8996\u5316\u3001\u7d71\u8a08\u51e6\u7406\u3001\u6a5f\u68b0\u5b66\u7fd2\u307e\u3067\u3092\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b9\u30c6\u30c3\u30d7\u3092\u8e0f\u3080\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u8eab\u306b\u3064\u3051\u308b\uff08\u8d77\u52d5\u3001\u7d42\u4e86\u3001\u30d8\u30eb\u30d7\u3001\u5909\u6570\u306e\u5b9a\u7fa9\u3001\u30d2\u30b9\u30c8\u30ea\u7ba1\u7406\u306a\u3069\uff09<\/li>\n\n\n\n<li>\u4fbf\u5229\u306aTips\u3092\u6d3b\u7528\u3059\u308b\uff08\u30a8\u30a4\u30ea\u30a2\u30b9\u3001\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u3001\u8a2d\u5b9a\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306a\u3069\uff09<\/li>\n\n\n\n<li>Jupyter Notebook\u3068\u306e\u9023\u643a\u65b9\u6cd5\u3092\u7406\u89e3\u3059\u308b<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\uff08Pandas\u3001Matplotlib\u3001Scipy\u3001Scikit-learn\u306a\u3069\uff09\u306e\u4f7f\u3044\u65b9\u3092\u5b66\u3076<\/li>\n\n\n\n<li>\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u3001\u5206\u6790\u306e\u7df4\u7fd2\u3092\u7a4d\u3080<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3068\u30c7\u30fc\u30bf\u5206\u6790\u306b\u3064\u3044\u3066\u66f4\u306b\u5b66\u3076\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084Web\u30b5\u30a4\u30c8\u304c\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff1a<a href=\"https:\/\/ipython.readthedocs.io\/\">https:\/\/ipython.readthedocs.io\/<\/a><\/li>\n\n\n\n<li>Jupyter Notebook\u516c\u5f0f\u30b5\u30a4\u30c8\uff1a<a href=\"https:\/\/jupyter.org\/\">https:\/\/jupyter.org\/<\/a><\/li>\n\n\n\n<li>Pandas\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff1a<a href=\"https:\/\/pandas.pydata.org\/docs\/\">https:\/\/pandas.pydata.org\/docs\/<\/a><\/li>\n\n\n\n<li>Matplotlib\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff1a<a href=\"https:\/\/matplotlib.org\/\">https:\/\/matplotlib.org\/<\/a><\/li>\n\n\n\n<li>Scipy\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff1a<a href=\"https:\/\/www.scipy.org\/docs.html\">https:\/\/www.scipy.org\/docs.html<\/a><\/li>\n\n\n\n<li>Scikit-learn\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff1a<a href=\"https:\/\/scikit-learn.org\/stable\/\">https:\/\/scikit-learn.org\/stable\/<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">IPython\u3092\u4f7f\u3044\u3053\u306a\u3059\u3053\u3068\u3067\u3001Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u52b9\u7387\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30bf\u30b9\u30af\u3082\u697d\u3057\u304f\u3001\u30b9\u30e0\u30fc\u30ba\u306b\u9032\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u5185\u5bb9\u3092\u6d3b\u7528\u3057\u3001IPython\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3066\u3001Python\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>IPython\u306f\u3001Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u5b9f\u884c\u3067\u304d\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u30c7\u30fc\u30bf\u5206\u6790\u3084\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u304a\u308a\u3001Jupyter Notebook\u3068\u306e\u9023\u643a\u306b\u3088\u308a\u3001\u3055\u3089\u306b\u4fbf\u5229\u306b\u4f7f\u3048\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f &#8230; <\/p>\n","protected":false},"author":1,"featured_media":647,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-646","post","type-post","status-publish","format-standard","has-post-thumbnail","category-python"],"_links":{"self":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/646","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=646"}],"version-history":[{"count":1,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/646\/revisions"}],"predecessor-version":[{"id":648,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/646\/revisions\/648"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/media\/647"}],"wp:attachment":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=646"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=646"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=646"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}