{"id":2282,"date":"2023-08-24T00:15:16","date_gmt":"2023-08-23T16:15:16","guid":{"rendered":"http:\/\/viplao.com\/?p=2282"},"modified":"2024-10-27T22:35:42","modified_gmt":"2024-10-27T14:35:42","slug":"python-%e6%97%a5%e5%b8%b8%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90-pandas%e5%ae%9e%e6%88%98-%e6%95%b0%e6%8d%ae%e6%b8%85%e6%b4%97","status":"publish","type":"post","link":"http:\/\/viplao.com\/index.php\/2023\/08\/24\/python-%e6%97%a5%e5%b8%b8%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90-pandas%e5%ae%9e%e6%88%98-%e6%95%b0%e6%8d%ae%e6%b8%85%e6%b4%97\/","title":{"rendered":"\u6570\u5b57\u5316\u8fd0\u8425\u57fa\u7840\u6280\u80fd \u2013 pandas\u5b9e\u6218 &#8211;  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href=\"http:\/\/viplao.com\/index.php\/2023\/08\/24\/python-%e6%97%a5%e5%b8%b8%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90-pandas%e5%ae%9e%e6%88%98-%e6%95%b0%e6%8d%ae%e6%b8%85%e6%b4%97\/#%E6%95%B0%E6%8D%AE%E6%B8%85%E6%B4%97%E5%9B%9B%E5%A4%A7%E5%87%86%E5%88%99\" title=\"\u6570\u636e\u6e05\u6d17\u56db\u5927\u51c6\u5219\">\u6570\u636e\u6e05\u6d17\u56db\u5927\u51c6\u5219<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"http:\/\/viplao.com\/index.php\/2023\/08\/24\/python-%e6%97%a5%e5%b8%b8%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90-pandas%e5%ae%9e%e6%88%98-%e6%95%b0%e6%8d%ae%e6%b8%85%e6%b4%97\/#%E4%BD%BF%E7%94%A8Python%E8%BF%9B%E8%A1%8C%E6%95%B0%E6%8D%AE%E6%B8%85%E6%B4%97\" title=\"\u4f7f\u7528Python\u8fdb\u884c\u6570\u636e\u6e05\u6d17\">\u4f7f\u7528Python\u8fdb\u884c\u6570\u636e\u6e05\u6d17<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%AE%A4%E8%AF%86%E6%95%B0%E6%8D%AE%E6%B8%85%E6%B4%97\"><\/span><strong>\u8ba4\u8bc6\u6570\u636e\u6e05\u6d17<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6570\u636e\u6e05\u6d17\u662f\u6570\u636e\u5206\u6790\u8fc7\u7a0b\u4e2d\u5f88\u91cd\u8981\u7684\u4e00\u4e2a\u73af\u8282\uff0c\u5c06\u4f1a\u5360\u636e50%\u4ee5\u4e0a\u7684\u65f6\u95f4\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u8bf4\uff0c\u6ca1\u6709\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u6e05\u6d17\u5c31\u6ca1\u6709\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u5728\u4e0d\u51c6\u786e\u7684\u6570\u636e\u57fa\u7840\u4e0a\u505a\u51fa\u7684\u5206\u6790\uff0c\u7ed3\u8bba\u5c06\u53d8\u5f97\u6beb\u65e0\u4ef7\u503c\u610f\u4e49\u3002<\/p>\n\n\n\n<p>\u5728\u6570\u636e\u5206\u6790\u524d\uff0c\u6211\u4eec\u8981\u517b\u6210\u826f\u597d\u7684<strong>\u6570\u636e\u5ba1\u6838<\/strong>\u4e60\u60ef\uff0c\u4fdd\u6301\u5bf9\u6570\u636e\u7684\u654f\u9510\u6027\uff0c\u8fd9\u5c06\u4f1a\u4f7f\u4f60\u6210\u4e3a\u8d8a\u6765\u8d8a\u4f18\u79c0\u7684\u6570\u636e\u5206\u6790\u5e08\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span 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id=\"%E4%BD%BF%E7%94%A8Python%E8%BF%9B%E8%A1%8C%E6%95%B0%E6%8D%AE%E6%B8%85%E6%B4%97\"><\/span><strong>\u4f7f\u7528Python\u8fdb\u884c\u6570\u636e\u6e05\u6d17<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6570\u636e\u6e05\u6d17\u6709\u5f88\u591a\u5de5\u5177\uff0c\u5e02\u9762\u4e0a\u4f7f\u7528\u6bd4\u8f83\u591a\u7684\u6709Excel,Tableau Prep Builder\u3001Python\u7b49\u3002<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u6587\u7ae0\u6211\u4e3b\u8981\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u4f7f\u7528Python\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u5e73\u5e38\u6e05\u6d17\u5de5\u4f5c\u4e0d\u590d\u6742\uff0c\u4f7f\u7528\u51e0\u884cPython\u4ee3\u7801\u5c31\u80fd\u641e\u5b9a\u6e05\u6d17\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6570\u636e\u5206\u6790\u6765\u8bf4\uff0c\u82b1\u4e00\u4e9b\u65f6\u95f4\u6765\u5b66\u4e60Python\u662f\u7279\u522b\u91cd\u8981\u7684\u3002Python\u4e0d\u4ec5\u5728\u6570\u636e\u5206\u6790\u9886\u57df\u5e94\u7528\u5e7f\u6cdb\uff0c\u8fd8\u80fd\u5b9e\u73b0\u81ea\u52a8\u5316\u529e\u516c\uff0c\u89e3\u653e\u91cd\u590d\u6027\u5de5\u4f5c\uff0c\u63d0\u9ad8\u4f60\u7684\u5de5\u4f5c\u6548\u7387\uff0c\u8fd9\u6837\u7701\u51fa\u7684\u65f6\u95f4\u5c31\u80fd\u7528\u6765\u505a\u5bf9\u81ea\u6211\u63d0\u5347\u66f4\u6709\u5e2e\u52a9\u7684\u4e8b\u60c5\u3002<\/p>\n\n\n\n<p>Python\u4e2d\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u7684\u5de5\u5177\u662f<strong>Pandas<\/strong>\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\u6211\u4f1a\u4ecb\u7ecd\u5982\u679c\u4f7f\u7528Pandas\u6765\u6e05\u6d17\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u5047\u8bbe\u6709\u4e00\u4efd\u4f1a\u5458\u6570\u636e\uff0c\u9700\u8981\u4f60\u505a\u6570\u636e\u6e05\u6d17\uff0c\u539f\u59cb\u6570\u636e\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/80\/v2-da180cc7f8dff2bd13f2fe39d90ffb2b_720w.webp\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5229\u7528\u4e0a\u9762\u6211\u4eec\u8bb2\u7684&#8221;\u5b8c\u5168\u5408\u4e00&#8221;\u51c6\u5219\uff0c\u4f60\u4ece\u4e2d\u53d1\u73b0\u51e0\u4e2a\u95ee\u9898\uff1f<\/p>\n\n\n\n<p>\u6211\u6765\u89e3\u91ca\u4e00\u4e0b\u6570\u636e\u7684\u610f\u4e49\uff0c\u7b2c\u4e00\u5217\u4ee3\u8868\u4f1a\u5458\u7684\u59d3\u540d\uff0c\u7b2c\u4e8c\u5217\u662f\u6027\u522b\uff0c\u7b2c\u4e09\u5217\u662f\u5e74\u9f84\uff0c\u7b2c\u56db\u5217\u662f\u4f53\u91cd\uff0c\u7b2c\u4e94\u5217\u662f\u8eab\u9ad8\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528\u5b8c\u5168\u5408\u4e00\u51c6\u5219\u6765\u68c0\u67e5\u6570\u636e\uff0c\u6211\u4eec\u53ef\u4ee5\u53d1\u73b0\u4ee5\u4e0b\u95ee\u9898\uff1a<\/p>\n\n\n\n<p><strong>1.\u5217\u540d\u4e3a\u6570\u5b57\uff0c\u4e0d\u80fd\u77e5\u9053\u5177\u4f53\u7684\u6570\u636e\u7684\u542b\u4e49<\/strong><\/p>\n\n\n\n<p><strong>2.\u6570\u636e\u7684\u5b8c\u6574\u6027\u68c0\u67e5<\/strong><\/p>\n\n\n\n<ul>\n<li>\u53d1\u73b0\u6848\u4f8b\u6709\u4e00\u6574\u884c\u8bb0\u5f55\u4e3a\u7a7a\u503c<\/li>\n\n\n\n<li>\u59d3\u540d\u4e3agloria\u7684\u4f53\u91cd\u6570\u636e\u7f3a\u5931<\/li>\n<\/ul>\n\n\n\n<p><strong>3.\u6570\u636e\u7684\u5168\u9762\u6027\u68c0\u67e5<\/strong><\/p>\n\n\n\n<ul>\n<li>\u53d1\u73b0\u8eab\u9ad8\u7684\u5ea6\u91cf\u5355\u4f4d\u4e0d\u7edf\u4e00\uff0c\u6709\u7c73\u7684\uff0c\u4e5f\u6709\u5398\u7c73\u7684<\/li>\n\n\n\n<li>\u59d3\u540d\u7684\u9996\u5b57\u6bcd\u5927\u5c0f\u5199\u4e0d\u7edf\u4e00\uff0c\u6709\u5927\u5199\uff0c\u4e5f\u6709\u5c0f\u5199\u7684<\/li>\n<\/ul>\n\n\n\n<p><strong>4.\u6570\u636e\u7684\u5408\u6cd5\u6027\u68c0\u67e5<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5e74\u9f84\u5b57\u6bb5\u5b58\u5728\u8d1f\u6570<\/li>\n\n\n\n<li>\u6027\u522b\u5b57\u6bb5\u5b58\u5728\u975eASCII\u7801\u5b57\u7b26\u3001\u5b58\u5728?\u53f7\u975e\u6cd5\u5b57\u7b26\u3001\u51fa\u73b0\u7a7a\u503c<\/li>\n<\/ul>\n\n\n\n<p><strong>5.\u6570\u636e\u7684\u552f\u4e00\u6027\u68c0\u67e5<\/strong><\/p>\n\n\n\n<ul>\n<li>\u59d3\u540d\u4e3aEmma\u7684\u8bb0\u5f55\u5b58\u5728\u91cd\u590d<\/li>\n<\/ul>\n\n\n\n<p><strong>\u9488\u5bf9\u4ee5\u4e0a\u95ee\u9898\uff0c\u6211\u4eec\u4e00\u822c\u7684\u89e3\u51b3\u529e\u6cd5\u4e3a\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u6574\u884c\u8bb0\u5f55\u4e3a\u7a7a\u503c\uff0c\u53ef\u4ee5\u5220\u9664\u7a7a\u884c<\/li>\n\n\n\n<li>\u7a7a\u503c\u53ef\u4ee5\u4f7f\u7528\u4f53\u91cd\u5217\u7684\u5e73\u5747\u503c\u8fdb\u884c\u586b\u5145<\/li>\n\n\n\n<li>\u7edf\u4e00\u8eab\u9ad8\u7684\u5ea6\u91cf\u5355\u4f4d\u4e3a\u7c73<\/li>\n\n\n\n<li>\u7edf\u4e00\u59d3\u540d\u7684\u9996\u5b57\u6bcd\u4e3a\u5927\u5199<\/li>\n\n\n\n<li>\u5904\u7406\u5e74\u9f84\u5b57\u6bb5\u8d1f\u6570\u4e3a\u6b63\u6570<\/li>\n\n\n\n<li>\u5220\u9664\u59d3\u540d\u4e2d\u5b58\u5728\u7684ASCII\u503c\u3001\u7a7a\u503c\u3001?\u53f7\u975e\u6cd5\u5b57\u7b26<\/li>\n\n\n\n<li>\u5220\u9664\u59d3\u540d\u4e3aEmma\u7684\u91cd\u590d\u8bb0\u5f55\uff0c\u53ea\u4fdd\u7559\u5176\u4e2d\u7684\u4e00\u6761<\/li>\n<\/ul>\n\n\n\n<p><strong>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u770b\u4e00\u4e0b\u4f7f\u7528Python\u662f\u5982\u4f55\u5904\u7406\u8fd9\u4e9b\u95ee\u9898\u7684:<\/strong><\/p>\n\n\n\n<p>\u7b2c\u4e00\u6b65\uff0c\u6211\u4eec\u9700\u8981\u5b89\u88c5Pandas\u5e93\uff0c\u5728\u673a\u5668\u7ec8\u7aef\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install pandas\n<\/code><\/pre>\n\n\n\n<p>\u7b2c\u4e8c\u6b65\uff0c\u5728\u4ee3\u7801\u4e2d\u5f15\u5165pandas:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#!\/usr\/bin\/env python3\n# -*- coding: utf-8 -*-\nimport pandas as pd\nfrom pandas import Series,DataFrame\n<\/code><\/pre>\n\n\n\n<p>pandas\u4e2d\u7528\u4e8e\u6570\u636e\u6e05\u6d17\u548c\u7edf\u8ba1\u4e3b\u8981\u662f\u57fa\u4e8eSeries,DataFrame\u4e24\u79cd\u6570\u636e\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e09\u6b65\uff0c\u4eceexcel\u4e2d\u52a0\u8f7d\u6570\u636e\u5230DataFrame\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528<strong>pd.read_excel<\/strong>\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>df = DataFrame(pd.read_excel('.\/data.xlsx'))\n<\/code><\/pre>\n\n\n\n<p>\u7b2c\u56db\u6b65\uff0c\u5bf9\u5217\u8fdb\u884c\u91cd\u547d\u540d,\u6211\u4eec\u4f7f\u7528<strong>df.rename<\/strong>\u65b9\u6cd5:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>df.rename(columns={0:'\u59d3\u540d',1:'\u6027\u522b',2:'\u5e74\u9f84',3:'\u4f53\u91cd',4:'\u8eab\u9ad8'},inplace=True)\n<\/code><\/pre>\n\n\n\n<p>\u7b2c\u4e94\u6b65\uff0c\u5bf9\u6574\u884c\u4e3a\u7a7a\u503c\u7684\u6570\u636e\u8fdb\u884c\u5220\u9664\uff0c\u6211\u4eec\u4f7f\u7528<strong>df.dropna<\/strong>\u65b9\u6cd5:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>df.dropna(how='all',inplace=True)\n<\/code><\/pre>\n\n\n\n<p>\u7b2c\u516d\u6b65\uff0c\u4f7f\u7528\u5e73\u5747\u503c\u6765\u586b\u5145\u4f53\u91cd\u7f3a\u5931\u7684\u503c\uff0c\u6211\u4eec\u4f7f\u7528<strong>df.fillna<\/strong>\u65b9\u6cd5:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>df&#91;u'\u4f53\u91cd'].fillna(int(df&#91;u'\u4f53\u91cd'].mean()),inplace=True)\n<\/code><\/pre>\n\n\n\n<p>\u7b2c\u4e03\u6b65\uff0c\u5bf9\u8eab\u9ad8\u5217\u7684\u5ea6\u91cf\u505a\u7edf\u4e00\uff0c\u6211\u4eec\u4f7f\u7528<strong>df.apply<\/strong>\u65b9\u6cd5\u6765\u7edf\u4e00\u8eab\u9ad8\u7684\u5ea6\u91cf\uff0c\u4f7f\u7528<strong>df.columns.str.upper<\/strong>\u65b9\u6cd5\u5c06\u9996\u5b57\u6bcd\u7edf\u4e00\u4e3a\u5927\u5199:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>def format_height(df):\n    if(df&#91;'\u8eab\u9ad8'] &lt; 3):\n        return df&#91;'\u8eab\u9ad8'] * 100\n    else:\n        return df&#91;'\u8eab\u9ad8']    \ndf&#91;'\u8eab\u9ad8'] =  df.apply(format_height,axis=1)\n#2.\u59d3\u540d\u9996\u5b57\u6bcd\u5927\u5c0f\u5199\u4e0d\u7edf\u4e00\uff0c\u7edf\u4e00\u6210\u9996\u5b57\u6bcd\u5927\u5199\ndf.columns = df.columns.str.upper()\n<\/code><\/pre>\n\n\n\n<p>\u7b2c\u516b\u6b65\uff0c\u5bf9\u59d3\u540d\u5217\u7684\u975e\u6cd5\u5b57\u7b26\u505a\u8fc7\u6ee4\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>df.replace<\/strong>\u65b9\u6cd5\uff0c\u5220\u9664\u5b57\u6bcd\u524d\u9762\u7684\u7a7a\u683c\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>df.map<\/strong>\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#1.\u82f1\u6587\u540d\u5b57\u51fa\u73b0\u4e2d\u6587-&gt;\u5220\u9664\u975eASCII\u7801\u7684\u5b57\u7b26\ndf&#91;'\u59d3\u540d'].replace({r'&#91;^\\x00-\\x7f]+':''},regex=True,inplace=True)\n#2.\u82f1\u6587\u540d\u5b57\u51fa\u73b0\u4e86\u95ee\u53f7-&gt;\u5220\u9664\u95ee\u53f7\ndf&#91;'\u59d3\u540d'].replace({r'\\?+':''},regex=True,inplace=True)\n#3.\u540d\u5b57\u524d\u51fa\u73b0\u7a7a\u683c-&gt;\u5220\u9664\u7a7a\u683c\ndf&#91;'\u59d3\u540d'] = df&#91;'\u59d3\u540d'].map(str.lstrip)\n<\/code><\/pre>\n\n\n\n<p>\u7b2c\u516b\u6b65\uff0c\u5c06\u5e74\u9f84\u5217\u4e3a\u8d1f\u503c\u7684\u5e74\u9f84\u5904\u7406\u4e3a\u6b63\u6570\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>df.apply<\/strong>\u65b9\u6cd5:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#4.\u5e74\u9f84\u51fa\u73b0\u4e86\u8d1f\u6570-&gt;\u8d1f\u6570\u8f6c\u5316\u6210\u6b63\u6570\ndef format_sex(df):\n    return abs(df&#91;'\u5e74\u9f84'])\ndf&#91;'\u5e74\u9f84'] = df.apply(format_sex,axis=1)\n<\/code><\/pre>\n\n\n\n<p>\u7b2c\u4e5d\u6b65\uff0c\u5220\u9664\u884c\u8bb0\u5f55\u91cd\u590d\u7684\u6570\u636e\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>df.drop_duplicates<\/strong>\u65b9\u6cd5:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>df.drop_duplicates(&#91;'\u59d3\u540d'],inplace=True)\n<\/code><\/pre>\n\n\n\n<p>\u6700\u540e\uff0c\u6211\u4eec\u8bb2\u6e05\u6d17\u597d\u7684\u6570\u636e\u4fdd\u5b58\u81f3\u65b0\u7684excel\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>df.to_excel<\/strong>\u65b9\u6cd5:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>df.to_excel('.\/data02.xlsx',index=False)\n<\/code><\/pre>\n\n\n\n<p>\u6e05\u6d17\u540e\u7684\u6700\u7ec8\u6570\u636e\u5982\u4e0b\u56fe:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/80\/v2-6702aee40af6f83748b37f70a0170208_720w.webp\" alt=\"\"\/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u7bc7\u6587\u7ae0\u6211\u4f1a\u5148\u7ed9\u4f60\u8bb2\u89e3\u6570\u636e\u6e05\u6d17\u7684\u91cd\u8981\u6027\uff0c\u7136\u540e\u6211\u4f1a\u8ddf\u4f60\u5217\u4e3e\u6570\u636e\u6e05\u6d17\u7684\u56db\u5927\u51c6\u5219\uff0c\u6700\u540e\uff0c\u6211\u4f1a\u7528\u4e00\u4e2a\u5b9e\u6218\u6848\u4f8b&hellip; <a href=\"http:\/\/viplao.com\/index.php\/2023\/08\/24\/python-%e6%97%a5%e5%b8%b8%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90-pandas%e5%ae%9e%e6%88%98-%e6%95%b0%e6%8d%ae%e6%b8%85%e6%b4%97\/\" class=\"more-link read-more\" rel=\"bookmark\">\u7ee7\u7eed\u9605\u8bfb <span class=\"screen-reader-text\">\u6570\u5b57\u5316\u8fd0\u8425\u57fa\u7840\u6280\u80fd \u2013 pandas\u5b9e\u6218 &#8211;  \u6570\u636e\u6e05\u6d17<\/span><i class=\"fa fa-arrow-right\"><\/i><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[28],"views":1405,"_links":{"self":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/2282"}],"collection":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/comments?post=2282"}],"version-history":[{"count":2,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/2282\/revisions"}],"predecessor-version":[{"id":2808,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/2282\/revisions\/2808"}],"wp:attachment":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/media?parent=2282"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/categories?post=2282"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/tags?post=2282"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}