{"id":4345,"date":"2024-10-20T12:15:50","date_gmt":"2024-10-20T03:15:50","guid":{"rendered":"https:\/\/yorozu.cloudfree.jp\/wordpress\/?p=4345"},"modified":"2025-03-28T11:12:05","modified_gmt":"2025-03-28T02:12:05","slug":"pandas-dataframe","status":"publish","type":"post","link":"https:\/\/yorozu.cloudfree.jp\/wordpress\/?p=4345","title":{"rendered":"Pandas DataFrame"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u5b9f\u884c\u4f8b\u306f\u300cstupa.sarnath\u300d\u306e\u300cGoogle Colabotry\u300d\u74b0\u5883\u306b\u4fdd\u5b58\u3057\u3066\u3042\u308b<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\uff11\uff0e\u4f5c\u6210\u65b9\u6cd5<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\u30ea\u30b9\u30c8\u3001\u30c7\u30a3\u30af\u30b7\u30e7\u30ca\u30ea\u3001NumPy\u306endarray\u3001CSV\u30d5\u30a1\u30a4\u30eb\u7b49\u306e<br>\u3000\u3000\u3000\u30d5\u30a1\u30a4\u30eb\u306b\u683c\u7d0d\u3055\u308c\u305f\u60c5\u5831\u3092DataFrame\u306b\u53d6\u308a\u8fbc\u3080<br><br>\u3000pd.DataFrame(data = \u683c\u7d0d\u3059\u308b\u30c7\u30fc\u30bf, index = \u884c\u540d, columns = \u5217\u540d)<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\uff12\uff0eDataFrame\u306e\u4f5c\u6210<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\uff08\uff11\uff09\u30ea\u30b9\u30c8\u304b\u3089\u306e\u4f5c\u6210<br>\u3000\u3000\u3000\u30ea\u30b9\u30c8\u306b\u6587\u5b57\u5217\u3092\u8a2d\u5b9a\u3057\u3001\u5f15\u6570\u3068\u3057\u3066\u6e21\u3059<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>import pandas as pd\nlist1=[&quot;a1&quot;,&quot;a2&quot;,&quot;a3&quot;]\npd.DataFrame(data=list1)<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\uff08\uff12\uff09NumPy\u3067\u4f5c\u6210\u3057\u305f\u914d\u5217\u304b\u3089\u3001DataFrame\u3092\u4f5c\u6210\u3059\u308b<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>import numpy as np\narr1 = np.array([[1,2,3], [21,22,23], [31,32,33]])\npd.DataFrame(data=arr1)<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\uff08\uff13\uff09\u8f9e\u66f8\u304b\u3089DataFrame\u3092\u4f5c\u6210\u3059\u308b<br>\u3000\u3000\u3000\u8f9e\u66f8\u306e\u30ad\u30fc\u3068\u5408\u308f\u305b\u3066\u3001\u5217\u5358\u4f4d\u3067\u30c7\u30fc\u30bf\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u304f<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>dict1=dict(Row1=[1,21,31], Row2=[2,22,32], Row3=[3,23,33])\npd.DataFrame(data=dict1)<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\uff08\uff14\uff09\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3084\u5217\u540d\u3092\u6307\u5b9a\u3057\u3066DataFrame\u3092\u4f5c\u6210\u3059\u308b<br>\u3000\u3000\u3000list1\u306b3\u884c3\u5217\u306e\u30ea\u30b9\u30c8\u3001\u5f15\u6570data\u306blist1\u3092\u8a2d\u5b9a\u3059\u308b<br>\u3000\u3000\u3000index1\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3001\u5f15\u6570index\u306bindex1\u3092\u6e21\u3059<br>\u3000\u3000\u3000columns1\u306b\u5217\u540d\u3001\u5f15\u6570columns\u306b\u30ea\u30b9\u30c8columns1\u3092\u6e21\u3059<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>list1=[[1,2,3], [21,22,23], [31,32,33]]\nindex1 = [&quot;Row1&quot;, &quot;Row2&quot;, &quot;Row3&quot;]\ncolumns1 =[&quot;Col1&quot;, &quot;Col2&quot;, &quot;Col3&quot;]\npd.DataFrame(data=list1, index=index1, columns=columns1)<\/code><\/pre><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\uff13\uff0eDataFrame\u3078\u306e\u8ffd\u52a0\u30fb\u524a\u9664<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\uff08\uff11\uff09\u884c\u3092\u8ffd\u52a0\u3059\u308b<br>\u3000\u3000\u3000\u6700\u521d\u306b\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3059\u308b<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>list2 = [[&quot;P001&quot;, &quot;iPhone 8 64GB&quot;, 85000],\n         [&quot;P002&quot;, &quot;iPhone X 256GB&quot;, 130000],\n         [&quot;P003&quot;, &quot;iPhone SE 32GB&quot;, 37000]]\ncolumns2 = [&quot;Product ID&quot;, &quot;Product Name&quot;, &quot;Price (JPY)&quot;]\ndf1 = pd.DataFrame(data=list2, columns=columns2)\ndf1<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\u3000\u3000\u8ffd\u52a0\u3059\u308b\u30c7\u30fc\u30bf<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>df2 = pd.DataFrame(data = [[&quot;P004&quot;, &quot;iPhone 7 32GB&quot;, 10000]], \n                   columns = columns2)\ndf2<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\u3000\u3000\u8ffd\u52a0\u51e6\u7406<br>\u3000\u3000\u3000\u3000\u3000True\u30fb\u30fb\u30fbindex\u756a\u53f7\u3092\u632f\u308a\u76f4\u3059<br>\u3000\u3000\u3000\u3000\u3000False\u30fb\u30fb\u30fbindex\u756a\u53f7\u306f\u305d\u306e\u307e\u307e\u6b8b\u308b<br><br>\u3000\u3000\u3000\u3000\u3000axis=0\u30fb\u30fb\u30fb\u884c\uff08index\uff09\u3092\u5bfe\u8c61\u3068\u3059\u308b<br>\u3000\u3000\u3000\u3000\u3000axis=1\u30fb\u30fb\u30fb\u5217\uff08columns\uff09\u3092\u5bfe\u8c61\u3068\u3059\u308b<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>df1 = pd.concat([df1, df2], ignore_index=True, axis=0)\ndf1<\/code><\/pre><\/div>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>df1 = pd.concat([df1, df2], ignore_index=False, axis=0)\ndf1<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\uff08\uff12\uff09\u5217\u3092\u8ffd\u52a0\u3059\u308b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\u6ce8\u610f\u70b9\u306f\u3001\u8ffd\u52a0\u3059\u308b\u884c\u306e\u6570\u3092\u5408\u308f\u305b\u308b\u3053\u3068<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>df1[&quot;Screen Size (in.)&quot;] = [4.7, 5.8, 4, 4.7]\ndf1<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\uff08\uff13\uff09\u884c\u3092\u524a\u9664\u3059\u308b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\u5f15\u6570inplace\u304c\u5fc5\u8981<br>\u3000\u3000\u3000True\u30fb\u30fb\u30fb\u5b9f\u884c\u7d50\u679c\u304c\u4fdd\u5b58\u3055\u308c\u7f6e\u304d\u63db\u308f\u308b<br>\u3000\u3000\u3000False\u30fb\u30fb\u30fb\u5b9f\u884c\u7d50\u679c\u304c\u4fdd\u5b58\u3055\u308c\u306a\u3044<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>df1.drop([2, 3], inplace = True)\ndf1<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\uff08\uff14\uff09\u5217\u3092\u524a\u9664\u3059\u308b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3000\u3000\u3000axis=0\u30fb\u30fb\u30fb\u884c\uff08index\uff09\u3092\u5bfe\u8c61\u3068\u3059\u308b<br>\u3000\u3000\u3000axis=1\u30fb\u30fb\u30fb\u5217\uff08columns\uff09\u3092\u5bfe\u8c61\u3068\u3059\u308b<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>df1.drop(&quot;Screen Size (in.)&quot;,axis=1,inplace=True)\ndf1<\/code><\/pre><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u30fbData Frame\u306e\u4f5c\u6210\u3001\u8ffd\u52a0\u3001\u524a\u9664\u306b\u3064\u3044\u3066<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[54],"tags":[17],"class_list":["post-4345","post","type-post","status-publish","format-standard","hentry","category-99_","tag-python"],"_links":{"self":[{"href":"https:\/\/yorozu.cloudfree.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4345","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/yorozu.cloudfree.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/yorozu.cloudfree.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/yorozu.cloudfree.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/yorozu.cloudfree.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4345"}],"version-history":[{"count":16,"href":"https:\/\/yorozu.cloudfree.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4345\/revisions"}],"predecessor-version":[{"id":5771,"href":"https:\/\/yorozu.cloudfree.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4345\/revisions\/5771"}],"wp:attachment":[{"href":"https:\/\/yorozu.cloudfree.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4345"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/yorozu.cloudfree.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4345"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/yorozu.cloudfree.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4345"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}