{"id":4309,"date":"2023-07-12T03:10:03","date_gmt":"2023-07-12T03:10:03","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e7%86%8a%e7%8c%ab%e5%8d%81%e5%ad%97%e6%a1%8c\/"},"modified":"2023-07-12T03:10:03","modified_gmt":"2023-07-12T03:10:03","slug":"%e7%86%8a%e7%8c%ab%e5%8d%81%e5%ad%97%e6%a1%8c","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e7%86%8a%e7%8c%ab%e5%8d%81%e5%ad%97%e6%a1%8c\/","title":{"rendered":"Pandas\uff1a\u5982\u4f55\u4ece\u4ea4\u53c9\u8868\u521b\u5efa\u6761\u5f62\u56fe"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u65b9\u6cd5\u521b\u5efa\u6761\u5f62\u56fe\u4ee5\u53ef\u89c6\u5316 Pandas \u4ea4\u53c9\u8868\u4e2d\u7684\u8ba1\u6570\uff1a<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u65b9\u6cd5 1\uff1a\u521b\u5efa\u805a\u7c7b\u6761\u5f62\u56fe<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\nmy_crosstab. <span style=\"color: #3366ff;\">plot<\/span> (kind=' <span style=\"color: #ff0000;\">bar<\/span> ')\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u65b9\u6cd5 2\uff1a\u521b\u5efa\u5806\u79ef\u6761\u5f62\u56fe<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\nmy_crosstab. <span style=\"color: #3366ff;\">plot<\/span> (kind=' <span style=\"color: #ff0000;\">bar<\/span> ', stacked= <span style=\"color: #008000;\">True<\/span> )<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u8df5\u4e2d\u901a\u8fc7\u4ee5\u4e0b pandas \u4ea4\u53c9\u8868\u4f7f\u7528\u8fd9\u4e9b\u65b9\u6cd5\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': ['A', 'A', 'A', 'B', 'B', 'B', 'B', 'C', 'C', 'C', 'C '],\n                   ' <span style=\"color: #ff0000;\">position<\/span> ':['G', 'G', 'F', 'G', 'F', 'F', 'F', 'G', 'G', 'F', 'F'],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [22, 25, 24, 39, 34, 20, 18, 17, 20, 19, 22]})\n<span style=\"color: #000000;\"><span style=\"color: #008080;\">\n#create crosstab to display count of players by team and position\n<\/span>my_crosstab = pd. <span style=\"color: #3366ff;\">crosstab<\/span> (df. <span style=\"color: #3366ff;\">team<\/span> , df. <span style=\"color: #3366ff;\">position<\/span> )\n\n<span style=\"color: #008080;\">#view crosstab\n<\/span><span style=\"color: #008000;\">print<\/span> (my_crosstab)\n\n<\/span>FG position\nteam          \nAT 12\nB 3 1\nC 2 2\n<\/strong><\/pre>\n<h2><span style=\"color: #000000;\"><strong>\u793a\u4f8b 1\uff1a\u4ece\u4ea4\u53c9\u8868\u521b\u5efa\u5206\u7ec4\u6761\u5f62\u56fe<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u8bed\u6cd5\u4ece\u4ea4\u53c9\u8868\u521b\u5efa\u5206\u7ec4\u6761\u5f62\u56fe\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#create grouped bar plot\n<\/span>my_crosstab. <span style=\"color: #3366ff;\">plot<\/span> (kind=' <span style=\"color: #ff0000;\">bar<\/span> ', rot= <span style=\"color: #008000;\">0<\/span> )<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-33896\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/trace-croise1.jpg\" alt=\"pandas \u4ece\u4ea4\u53c9\u8868\u4e2d\u5206\u7ec4\u6761\u5f62\u56fe\" width=\"541\" height=\"422\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6ce8\u610f<\/strong>\uff1a <strong>rot=0<\/strong>\u53c2\u6570\u5c06 x \u8f74\u6807\u7b7e\u65cb\u8f6c 90 \u5ea6\uff0c\u4f7f\u5176\u66f4\u6613\u4e8e\u9605\u8bfb\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">x \u8f74\u663e\u793a\u56e2\u961f\u540d\u79f0\uff0c\u800c\u5206\u7ec4\u6761\u663e\u793a\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u9891\u7387\u8ba1\u6570\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">A\u961f\u6709<strong>1\u540d<\/strong>\u7403\u5458\uff0c\u4f4d\u7f6e\u4e3aF\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">A\u961f\u6709<strong>2\u540d<\/strong>\u7403\u5458\uff0c\u4f4d\u7f6e\u4e3aG\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7b49\u7b49\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u793a\u4f8b 2\uff1a\u4ece\u4ea4\u53c9\u8868\u521b\u5efa\u5806\u79ef\u6761\u5f62\u56fe<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u8bed\u6cd5\u4ece\u4ea4\u53c9\u8868\u521b\u5efa\u5806\u79ef\u6761\u5f62\u56fe\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#create stacked bar plot\n<\/span>my_crosstab. <span style=\"color: #3366ff;\">plot<\/span> (kind=' <span style=\"color: #ff0000;\">bar<\/span> ', stacked= <span style=\"color: #008000;\">True<\/span> , rot= <span style=\"color: #008000;\">0<\/span> )<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-33897 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/trace-croise2.jpg\" alt=\"\" width=\"507\" height=\"392\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6ce8\u610f<\/strong>\uff1a <strong>stacked=True<\/strong>\u53c2\u6570\u5141\u8bb8\u6211\u4eec\u521b\u5efa\u5806\u53e0\u6761\u5f62\u56fe\u800c\u4e0d\u662f\u5206\u7ec4\u6761\u5f62\u56fe\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">x \u8f74\u663e\u793a\u56e2\u961f\u540d\u79f0\uff0c\u800c\u5806\u53e0\u6761\u663e\u793a\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u9891\u7387\u8ba1\u6570\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">A\u961f\u6709<strong>1\u540d<\/strong>\u7403\u5458\uff0c\u4f4d\u7f6e\u4e3aF\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">A\u961f\u6709<strong>2\u540d<\/strong>\u7403\u5458\uff0c\u4f4d\u7f6e\u4e3aG\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">A\u961f\u5171\u6709<strong>3\u540d<\/strong>\u961f\u5458\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7b49\u7b49\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5f53\u6211\u4eec\u60f3\u8981\u53ef\u89c6\u5316 x \u8f74\u4e0a\u6bcf\u4e2a\u552f\u4e00\u503c\u7684\u9879\u76ee\u603b\u6570\u65f6\uff0c\u8fd9\u79cd\u7c7b\u578b\u7684\u56fe\u7279\u522b\u6709\u7528\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6ce8\u610f<\/strong>\uff1a\u60a8\u53ef\u4ee5<a href=\"https:\/\/pandas.pydata.org\/pandas-docs\/stable\/reference\/api\/pandas.crosstab.html\" target=\"_blank\" rel=\"noopener\">\u5728\u6b64\u5904<\/a>\u627e\u5230 pandas <strong>crosstab()<\/strong>\u51fd\u6570\u7684\u5b8c\u6574\u6587\u6863\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u6267\u884c\u5176\u4ed6\u5e38\u89c1\u7684 panda \u4efb\u52a1\uff1a<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/cn\/pandas-\u4ea4\u53c9\u8868\u767e\u5206\u6bd4\/\" target=\"_blank\" rel=\"noopener\">Pandas\uff1a\u5982\u4f55\u521b\u5efa\u5e26\u6709\u767e\u5206\u6bd4\u7684\u4ea4\u53c9\u8868<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/pandas-\u4ea4\u53c9\u8868-aggfunc\/\" target=\"_blank\" rel=\"noopener\">Pandas\uff1a\u5982\u4f55\u5728 crosstab() \u51fd\u6570\u4e2d\u4f7f\u7528 aggfunc<\/a><br \/> <a href=\"https:\/\/statorials.org\/cn\/pandas-\u6ce8\u91ca\u6761\u5f62\u56fe\/\" target=\"_blank\" rel=\"noopener\">Pandas\uff1a\u5982\u4f55\u5728\u6761\u5f62\u56fe\u4e2d\u6ce8\u91ca\u6761\u5f62<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u65b9\u6cd5\u521b\u5efa\u6761\u5f62\u56fe\u4ee5\u53ef\u89c6\u5316 Pandas \u4ea4\u53c9\u8868\u4e2d\u7684\u8ba1\u6570\uff1a \u65b9\u6cd5 1\uff1a\u521b\u5efa\u805a\u7c7b\u6761\u5f62\u56fe import  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-4309","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Pandas\uff1a\u5982\u4f55\u4ece\u4ea4\u53c9\u8868\u521b\u5efa\u6761\u5f62\u56fe - Statorials<\/title>\n<meta name=\"description\" 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