{"id":2753,"date":"2024-10-04T21:32:07","date_gmt":"2024-10-04T12:32:07","guid":{"rendered":"https:\/\/secondlife.lol\/?p=2753"},"modified":"2024-10-07T18:17:32","modified_gmt":"2024-10-07T09:17:32","slug":"fifa-match-statistics-victory-pattern-analysis","status":"publish","type":"post","link":"https:\/\/secondlife.lol\/zh\/fifa-match-statistics-victory-pattern-analysis\/","title":{"rendered":"Python \u6570\u636e\u5206\u6790\u793a\u4f8b\uff1a\u5206\u6790\u4e16\u754c\u676f\u6bd4\u8d5b\u7edf\u8ba1\u6570\u636e\u4ee5\u53d1\u73b0\u83b7\u80dc\u6a21\u5f0f"},"content":{"rendered":"<p>\u8db3\u7403\u662f\u4e16\u754c\u4e0a\u6700\u53d7\u6b22\u8fce\u7684\u8fd0\u52a8\u4e4b\u4e00\uff0c\u5c24\u5176\u662f\u5f53\u6d89\u53ca\u5230 <strong>\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f<\/strong>\u8db3\u7403\u6bd4\u8d5b\u4f1a\u4ea7\u751f\u5927\u91cf\u6570\u636e\uff0c\u5bf9\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u5206\u6790\u975e\u5e38\u6709\u52a9\u4e8e\u4e86\u89e3\u7403\u961f\u7684\u8868\u73b0\u548c\u83b7\u80dc\u6a21\u5f0f\u3002\u5728\u672c\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd <strong>\u5728\u672c Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u4e2d\uff0c\u4f7f\u7528\u4e16\u754c\u676f\u6bd4\u8d5b\u6570\u636e\u6bd4\u8f83\u7403\u961f\u8868\u73b0\u548c\u83b7\u80dc\u6a21\u5f0f\u3002<\/strong>\u672c\u8bfe\u7a0b\u5c06\u5e26\u60a8\u4ece\u6570\u636e\u52a0\u8f7d\u5230\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\uff08EDA\uff09\u3001\u53ef\u89c6\u5316\u548c\u6027\u80fd\u6bd4\u8f83\u3002<\/p>\n\n\n<style>.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{color:var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{color:var(--global-palette2, #2B6CB0);font-size:28px;font-weight:regular;font-style:normal;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list{color:var(--global-palette1, #3182CE);line-height:2em;font-weight:regular;font-style:normal;margin-top:var(--global-kb-spacing-sm, 1.5rem);margin-right:0px;margin-bottom:0px;margin-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list .kb-table-of-contents__entry:hover{color:var(--global-palette6, #718096);}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}@media all and (max-width: 767px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}<\/style>\n\n\n<h2 class=\"wp-block-heading\">\u5206\u6790\u4e16\u754c\u676f\u6bd4\u8d5b\u6570\u636e\u7684\u91cd\u8981\u6027<\/h2>\n\n\n\n<p>\u4e16\u754c\u676f\u6bd4\u8d5b\u6570\u636e\u5305\u542b\u5927\u91cf\u4fe1\u606f\uff0c\u5305\u62ec\u7403\u5458\u4e2a\u4eba\u8868\u73b0\u3001\u7403\u961f\u7b56\u7565\u4ee5\u53ca\u7403\u961f\u662f\u5426\u83b7\u80dc\u3002\u901a\u8fc7\u5206\u6790\u8fd9\u4e9b\u6570\u636e\uff0c\u60a8\u53ef\u4ee5\u627e\u51fa\u54ea\u4e9b\u7403\u961f\u5177\u6709\u66f4\u5f3a\u7684\u8fdb\u653b\u548c\u9632\u5b88\u80fd\u529b\uff0c\u4ee5\u53ca\u67d0\u4e9b\u7403\u961f\u7684\u83b7\u80dc\u6a21\u5f0f\u3002\u5728\u672c\u6570\u636e\u5206\u6790\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u4e16\u754c\u676f\u6bd4\u8d5b\u6570\u636e\u6765\u6bd4\u8f83\u7403\u961f\u8868\u73b0\u5e76\u627e\u51fa\u83b7\u80dc\u6a21\u5f0f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Python \u6570\u636e\u5206\u6790\u793a\u4f8b \u52a0\u8f7d\u548c\u63a2\u7d22\u6570\u636e<\/h2>\n\n\n\n<p>\u9996\u5148\uff0c\u521b\u5efa\u4e00\u4e2a <strong>Kaggle<\/strong>\u8ba9\u6211\u4eec\u52a0\u8f7d\u5e76\u63a2\u7d22\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u63d0\u4f9b\u7684\u6bd4\u8d5b\u6570\u636e\uff0c\u5176\u4e2d\u5305\u542b\u6bcf\u573a\u6bd4\u8d5b\u7684\u961f\u540d\u3001\u6bd4\u5206\u548c\u6bd4\u8d5b\u5e74\u4efd\u7b49\u4fe1\u606f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ece Python \u52a0\u8f7d\u6570\u636e<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\n\n\u52a0\u8f7d # \u4e16\u754c\u676f\u6bd4\u8d5b\u6570\u636e\nurl = \"https:\/\/raw.githubusercontent.com\/martj42\/international_results\/master\/results.csv\"\nwc_data = pd.read_csv(url)\n\n\u6d4f\u89c8 # \u6570\u636e\nprint(wc_data.head())\nprint(wc_data.describe())<\/code><\/pre>\n\n\n<style>.kb-image2753_38eb92-ad .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image2753_38eb92-ad img.kb-img, .kb-image2753_38eb92-ad .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image2753_38eb92-ad\"><figure class=\"aligncenter size-medium_large\"><img decoding=\"async\" width=\"768\" height=\"456\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-12-768x456.jpg\" alt=\"\ud30c\uc774\uc36c \ub370\uc774\ud130\ubd84\uc11d \uc608\uc81c - \ub370\uc774\ud130 \ud0d0\uc0c9 \uadf8\ub9bc\" class=\"kb-img wp-image-2754\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-12-768x456.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-12-300x178.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-12-600x356.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-12.jpg 1092w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n\n<p>\u901a\u8fc7\u4e0a\u9762\u7684\u4ee3\u7801\uff0c\u60a8\u53ef\u4ee5\u52a0\u8f7d\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u7684\u6bd4\u8d5b\u6570\u636e\u3002\u8fd9\u4e9b\u6570\u636e\u5305\u542b\u81ea 1872 \u5e74\u4ee5\u6765\u56fd\u9645\u8db3\u7403\u6bd4\u8d5b\u7684\u7ed3\u679c\uff0c\u4ee5\u53ca\u6bcf\u573a\u6bd4\u8d5b\u7684\u961f\u540d\u3001\u6bd4\u5206\u548c\u6bd4\u8d5b\u5e74\u4efd\u7b49\u4fe1\u606f\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u6570\u636e\u7ed3\u6784\u8bf4\u660e<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>\u65e5\u671f<\/code>\uff1a\u6bd4\u8d5b\u65e5\u671f<\/li>\n\n\n\n<li><code>\u4e3b\u961f<\/code>\uff1a\u4e3b\u961f\u540d\u79f0<\/li>\n\n\n\n<li><code>\u5ba2\u961f<\/code>\uff1a\u5ba2\u961f\u540d\u79f0<\/li>\n\n\n\n<li><code>\u4e3b\u573a\u5f97\u5206<\/code>: \u4e3b\u961f\u5f97\u5206<\/li>\n\n\n\n<li><code>\u5ba2\u573a\u6bd4\u5206<\/code>: \u5ba2\u961f\u8fdb\u7403<\/li>\n\n\n\n<li><code>\u9526\u6807\u8d5b<\/code>\uff1a\u6bd4\u8d5b\u540d\u79f0\uff08\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u3001\u53cb\u8c0a\u8d5b\u7b49\uff09<\/li>\n\n\n\n<li><code>\u57ce\u5e02<\/code>\u4e3b\u529e\u57ce\u5e02<\/li>\n\n\n\n<li><code>\u56fd\u5bb6<\/code>\u4e1c\u9053\u56fd<\/li>\n\n\n\n<li><code>\u4e2d\u7acb<\/code>\u4e2d\u6027\u5339\u914d\u4e0e\u5426<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u6570\u636e\u4e3a\u5206\u6790\u548c\u6bd4\u8f83\u6bcf\u4e2a\u56e2\u961f\u7684\u8868\u73b0\u63d0\u4f9b\u4e86\u6709\u7528\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u9884\u5904\u7406<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u53ea\u5206\u6790\u4e16\u754c\u676f\u6bd4\u8d5b\uff0c\u6211\u4eec\u5c06\u7b5b\u9009\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u6bd4\u8d5b\u5e76\u8fdb\u884c\u6570\u636e\u9884\u5904\u7406\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u8fc7\u6ee4\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u6bd4\u8d5b<\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4ec5\u7b5b\u9009 # \u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u6bd4\u8d5b\nwc_fifa = wc_data[wc_data['\u8d5b\u4e8b'] == 'FIFA \u4e16\u754c\u676f']\n\n\u68c0\u67e5 # \u7f3a\u5931\u503c\nprint(wc_fifa.isnull().sum())\n\n# \u4ec5\u9009\u62e9\u9700\u8981\u7684\u5217\nwc_fifa = wc_fifa[['\u65e5\u671f'\u3001'\u4e3b\u961f'\u3001'\u5ba2\u961f'\u3001'\u4e3b\u573a\u5f97\u5206'\u3001'\u5ba2\u573a\u5f97\u5206'\u3001'\u57ce\u5e02'\u3001'\u56fd\u5bb6'\u3001'\u4e2d\u7acb'] ]]\n\n# \u5c06\u65e5\u671f\u5217\u8f6c\u6362\u4e3a\u65e5\u671f\u65f6\u95f4\u683c\u5f0f\nwc_fifa['date'] = pd.to_datetime(wc_fifa['date'])\n\nprint(wc_fifa.head())<\/code><\/pre>\n\n\n\n<p>\u4e0a\u9762\u7684\u4ee3\u7801\u53ea\u8fc7\u6ee4\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u6bd4\u8d5b\uff0c\u4ee5\u63d0\u53d6\u5206\u6790\u6240\u9700\u7684\u6570\u636e\u3002\u8fc7\u6ee4\u540e\u7684\u6570\u636e\u53ef\u7528\u4e8e\u5206\u6790\u4e16\u754c\u676f\u6bd4\u8d5b\u4e2d\u7403\u961f\u7684\u8868\u73b0\u548c\u5f97\u5206\u6a21\u5f0f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5206\u6790\u6bd4\u8d5b\u7ed3\u679c<\/h2>\n\n\n\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u5c06\u5206\u6790\u6bcf\u652f\u7403\u961f\u7684\u6bd4\u8d5b\u7ed3\u679c\uff0c\u770b\u770b\u54ea\u652f\u7403\u961f\u8d62\u5f97\u7684\u6bd4\u8d5b\u66f4\u591a\uff0c\u4ee5\u53ca\u4ed6\u4eec\u7684\u83b7\u80dc\u6a21\u5f0f\u662f\u4ec0\u4e48\u3002 \u8ba1\u7b97\u6bd4\u8d5b\u7ed3\u679c\u65f6\uff0c\u6211\u4eec\u8981\u52a0\u4e0a\u6bcf\u573a\u6bd4\u8d5b\u7684\u80dc\u8d1f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u589e\u52a0\u4e00\u4e2a\u83b7\u80dc\u56e2\u961f<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8ba1\u7b97 # \u83b7\u80dc\u961f\u4f0d\ndef determine_winner(row)\uff1a\n    if row['home_score'] &gt; row['away_score']\uff1a\n        \u8fd4\u56de row['home_team']\n    elif row['home_score'] &lt; row[&#039;away_score&#039;]\uff1a\n        return row[&#039;away_team&#039;] \u8fd4\u56de\u884c[&#039;\u4e3b\u961f&#039;]\u3002\n    else\uff1a\n        return &#039;Draw&#039; \uff08\u5e73\u5c40\n\nwc_fifa[&#039;winner&#039;] = wc_fifa.apply(determine_winner, axis=1)\n\n# \u68c0\u67e5\u83b7\u80dc\u961f\u4f0d\u7684\u6570\u91cf\nprint(wc_fifa[&#039;winner&#039;].value_counts())<\/code><\/pre>\n\n\n\n<p>\u4e0a\u9762\u7684\u4ee3\u7801\u6dfb\u52a0\u4e86\u4e00\u4e2a\u65b0\u5217\uff0c\u7528\u4e8e\u8ba1\u7b97\u54ea\u652f\u7403\u961f\u5728\u6bcf\u573a\u6bd4\u8d5b\u4e2d\u83b7\u80dc\u3002\u6709\u4e86\u8fd9\u4e9b\u4fe1\u606f\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u786e\u5b9a\u54ea\u652f\u7403\u961f\u8d62\u5f97\u7684\u6bd4\u8d5b\u66f4\u591a\u3002 \u6211\u4eec\u8fd8\u53ef\u4ee5\u770b\u5230\u4ee5\u5e73\u5c40\u7ed3\u675f\u7684\u6bd4\u8d5b\u7684\u767e\u5206\u6bd4\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6570\u636e\u53ef\u89c6\u5316<\/h2>\n\n\n\n<p>\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u5c06\u6bcf\u652f\u7403\u961f\u7684\u83b7\u80dc\u6b21\u6570\u5f62\u8c61\u5316\uff0c\u770b\u770b\u54ea\u652f\u7403\u961f\u8d62\u5f97\u7684\u4e16\u754c\u676f\u6b21\u6570\u66f4\u591a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u53ef\u89c6\u5316\u5404\u961f\u83b7\u80dc\u573a\u6b21<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>import matplotlib.pyplot as plt\n\n\u53ef\u89c6\u5316 # \u524d 10 \u540d\u7403\u961f\u7684\u83b7\u80dc\u573a\u6b21\ntop_teams = wc_fifa['winner'].value_counts().head(10)\nplt.figure(figsize=(10, 6))\ntop_teams.plot(kind='bar', color='skyblue')\nplt.title('FIFA \u4e16\u754c\u676f\u524d 10 \u540d\u7403\u961f\u7684\u83b7\u80dc\u573a\u6b21')\nplt.xlabel('Team name')\nplt.ylabel\uff08'\u83b7\u80dc\u573a\u6b21')\nplt.show()<\/code><\/pre>\n\n\n\n<p>\u5982\u679c\u8fd0\u884c\u4e0a\u9762\u7684\u4ee3\u7801\uff0c\u60a8\u53ef\u4ee5\u770b\u5230\u5728\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u4e0a\u83b7\u80dc\u573a\u6b21\u6700\u591a\u7684\u524d 10 \u652f\u7403\u961f\u7684\u83b7\u80dc\u573a\u6b21\u3002\u5728\u8fd9\u4e2a Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u89c2\u5730\u770b\u5230\u5df4\u897f\u548c\u5fb7\u56fd\u7b49\u5f3a\u961f\u8d62\u5f97\u4e86\u6700\u591a\u7684\u6bd4\u8d5b\u3002 \u5982\u679c\u60a8\u5728\u9605\u8bfb\u65f6\u9047\u5230\u56f0\u96be\uff0c\u53ef\u4ee5\u4f7f\u7528 <a href=\"https:\/\/secondlife.lol\/zh\/fix-python-hangul-broken-issue\/\" data-type=\"post\" data-id=\"2575\">\u4fee\u590d Python \u7684\u97e9\u6587\u9519\u8bef\uff1a\u89e3\u51b3\u53ef\u89c6\u5316\u4e2d\u97e9\u6587\u6587\u672c\u7684\u95ee\u9898<\/a> \u67e5\u770b\u5e16\u5b50\uff09\u3002<\/p>\n\n\n<style>.kb-image2753_889609-b7 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image2753_889609-b7 img.kb-img, .kb-image2753_889609-b7 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image2753_889609-b7\"><figure class=\"aligncenter size-medium_large\"><a href=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-13.jpg\" class=\"kb-advanced-image-link\"><img decoding=\"async\" width=\"768\" height=\"536\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-13-768x536.jpg\" alt=\"\ud30c\uc774\uc36c \ub370\uc774\ud130\ubd84\uc11d \uc608\uc81c - \uc2b9\ub9ac\ud69f\uc218 \uc2dc\uac01\ud654\" class=\"kb-img wp-image-2756\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-13-768x536.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-13-300x209.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-13-600x419.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-13.jpg 1103w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/a><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u6bd4\u8f83\u961f\u4e0e\u961f\u4e4b\u95f4\u7684\u6bd4\u5206<\/h3>\n\n\n\n<p>\u8ba9\u6211\u4eec\u6765\u5206\u6790\u4e00\u4e0b\u5404\u961f\u7684\u5f97\u5206\u60c5\u51b5\uff0c\u770b\u770b\u54ea\u4e9b\u7403\u961f\u8fdb\u7403\u6700\u591a\uff0c\u54ea\u4e9b\u7403\u961f\u7684\u8fdb\u653b\u80fd\u529b\u6700\u5f3a\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u8ba1\u7b97\u6bcf\u961f\u5e73\u5747\u5f97\u5206<\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code># \u901a\u8fc7\u8ba1\u7b97\u4e3b\u961f\u548c\u5ba2\u961f\u5f97\u5206\u7684\u603b\u548c\u6765\u8ba1\u7b97\u603b\u8fdb\u7403\u6570\nwc_fifa['total_goals'] = wc_fifa['home_score'] + wc_fifa['away_score']\n\n# \u8ba1\u7b97\u5404\u961f\u7684\u5e73\u5747\u8fdb\u7403\u6570\navg_goals = wc_fifa.groupby('home_team')['total_goals'].mean().sort_values(ascending=False).head(10)\n\n\u53ef\u89c6\u5316 # \u524d 10 \u540d\u7403\u961f\u7684\u5e73\u5747\u8fdb\u7403\u6570\nplt.figure(figsize=(10, 6))\navg_goals.plot(kind='bar', color='orange')\nplt.title('FIFA \u4e16\u754c\u676f\u524d 10 \u540d\u7403\u961f\u7684\u5e73\u5747\u8fdb\u7403\u6570')\nplt.xlabel\uff08'\u7403\u961f\u540d\u79f0\uff09\nplt.ylabel\uff08'\u5e73\u5747\u8fdb\u7403\u6570\uff09\nplt.show()<\/code><\/pre>\n\n\n\n<p>\u8fd9\u6bb5\u4ee3\u7801\u8ba1\u7b97\u4e86\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u4e0a\u8fdb\u7403\u6700\u591a\u7684\u524d 10 \u652f\u7403\u961f\u7684\u5e73\u5747\u8fdb\u7403\u6570\uff0c\u5e76\u5c06\u5176\u53ef\u89c6\u5316\uff0c\u4ee5\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u54ea\u4e9b\u7403\u961f\u6700\u5177\u4fb5\u7565\u6027\u3002 \u4e0d\u8fc7\uff0c\u6570\u636e\u4f3c\u4e4e\u6709\u4e9b\u4e0d\u5bf9\u52b2--\u8bfa\u65af\u79d1\u91cc\u4e9a\u8fdb\u5165\u4e86\u524d 10 \u540d\uff01\uff09\u3002<\/p>\n\n\n<style>.kb-image2753_06d2d4-b6 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image2753_06d2d4-b6 img.kb-img, .kb-image2753_06d2d4-b6 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image2753_06d2d4-b6\"><figure class=\"alignright size-medium_large\"><img decoding=\"async\" width=\"768\" height=\"549\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-14-768x549.jpg\" alt=\"\ud30c\uc774\uc36c \ub370\uc774\ud130\ubd84\uc11d \uc608\uc81c - \uc2b9\ub9ac\ud69f\uc218 \uc2dc\uac01\ud654\" class=\"kb-img wp-image-2757\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-14-768x549.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-14-300x214.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-14-600x429.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-14.jpg 1084w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u5206\u6790\u83b7\u80dc\u6a21\u5f0f<\/h3>\n\n\n\n<p>\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u6765\u5206\u6790\u4e00\u4e0b\u67d0\u652f\u7403\u961f\u7684\u593a\u51a0\u6a21\u5f0f\uff0c\u4f8b\u5982\uff0c\u770b\u770b\u50cf\u5df4\u897f\u8fd9\u6837\u7684\u5f3a\u961f\u5728\u67d0\u4e00\u5e74\u662f\u5426\u8868\u73b0\u51fa\u8272\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u6309\u5e74\u4efd\u5206\u6790\u7279\u5b9a\u56e2\u961f\u7684\u83b7\u80dc\u60c5\u51b5<\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code># \u6309\u5e74\u4efd\u8ba1\u7b97\u5df4\u897f\u961f\u83b7\u80dc\u573a\u6b21\nbrazil_wins = wc_fifa[wc_fifa['winner'] == 'Brazil'].groupby(wc_fifa['date'].dt.year).size()\n\n# \u6309\u5e74\u4efd\u76f4\u89c2\u663e\u793a\u5df4\u897f\u7684\u83b7\u80dc\u573a\u6b21\nplt.figure(figsize=(10, 6))\nbrazil_wins.plot(kind='bar', color='green')\nplt.title('Brazil's number of FIFA World Cup wins by year')\nplt.xlabel('Year')\nplt.ylabel('Number of wins')\nplt.show()<\/code><\/pre>\n\n\n\n<p>\u8be5\u4ee3\u7801\u5141\u8bb8\u60a8\u521b\u5efa\u4e00\u4e2a\u7279\u5b9a\u7684\u56e2\u961f\uff0c\u4f8b\u5982 <strong>\u5df4\u897f<\/strong>\u5404\u5e74\u7684\u83b7\u80dc\u6a21\u5f0f\u3002\u8fd9\u6837\uff0c\u60a8\u5c31\u53ef\u4ee5\u770b\u5230\u5df4\u897f\u961f\u4ec0\u4e48\u65f6\u5019\u8868\u73b0\u7279\u522b\u7a81\u51fa\u3002<\/p>\n\n\n<style>.kb-image2753_e1d606-f6 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image2753_e1d606-f6 img.kb-img, .kb-image2753_e1d606-f6 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image2753_e1d606-f6\"><figure class=\"aligncenter size-medium_large\"><img decoding=\"async\" width=\"768\" height=\"495\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-15-768x495.jpg\" alt=\"\ud30c\uc774\uc36c \ub370\uc774\ud130\ubd84\uc11d \uc608\uc81c - \uc5f0\ub3c4\ubcc4 \ube0c\ub77c\uc9c8 \uc2b9\ub9ac\ud69f\uc218 \uc2dc\uac01\ud654\" class=\"kb-img wp-image-2759\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-15-768x495.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-15-300x193.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-15-600x387.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-7-15.jpg 870w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u6570\u636e\u5206\u6790\u4e2d\u7684\u5e38\u89c1\u9519\u8bef\u53ca\u7ea0\u6b63\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u5728\u8fd9\u4e2a Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c06\u4e86\u89e3\u5e38\u89c1\u9519\u8bef\u4ee5\u53ca\u5982\u4f55\u7ea0\u6b63\u5b83\u4eec\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u8fc7\u6ee4\u9519\u8bef<\/strong>\u5728\u7b5b\u9009\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u6bd4\u8d5b\u65f6\uff0c\u60a8\u9700\u8981\u6ce8\u610f\u4e0d\u8981\u5c06\u5176\u4ed6\u6bd4\u8d5b\u6216\u53cb\u8c0a\u8d5b\u5305\u62ec\u5728\u5185\u3002\u68c0\u67e5\u548c\u7b5b\u9009\u6b63\u786e\u7684\u6bd4\u8d5b\u540d\u79f0\u975e\u5e38\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>\u65e5\u671f\u5904\u7406\u9a6c\u864e<\/strong>\u6ce8\uff1a\u5728\u5904\u7406\u65e5\u671f\u6570\u636e\u65f6 <code>\u65e5\u671f\u65f6\u95f4<\/code> \u683c\u5f0f\uff0c\u5426\u5219\u5728\u9010\u5e74\u5206\u6790\u65f6\u53ef\u80fd\u4f1a\u51fa\u9519\u3002<\/li>\n\n\n\n<li><strong>\u83b7\u80dc\u6761\u4ef6\u4e2d\u7684\u9519\u8bef<\/strong>\u6ce8\u610f\u4e0d\u8981\u5c06\u83b7\u80dc\u961f\u4e0e\u5e73\u5c40\u961f\u6df7\u6dc6\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u89c1\u95ee\u9898<\/h2>\n\n\n\n<p><strong>\u95ee\u9898 1\uff1a\u5728\u54ea\u91cc\u53ef\u4ee5\u4e0b\u8f7d\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u6570\u636e\uff1f<\/strong><br>\u7b54\uff1a\u60a8\u53ef\u4ee5\u5c06\u56fd\u9645\u8db3\u8054\u4e16\u754c\u676f\u6bd4\u8d5b\u6570\u636e\u5bfc\u51fa\u5230 <a href=\"https:\/\/github.com\/martj42\/international_results\" target=\"_blank\" rel=\"noopener\">GitHub<\/a>\u4f9b\u4e0b\u8f7d\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u56fd\u9645\u8db3\u7403\u8d5b\u4e8b\u7684\u5168\u90e8\u7ed3\u679c\u3002<\/p>\n\n\n\n<p><strong>\u95ee\u9898 2\uff1a\u5982\u4f55\u624d\u80fd\u66f4\u51c6\u786e\u5730\u5206\u6790\u83b7\u80dc\u6a21\u5f0f\uff1f<br><\/strong>\u7b54\uff1a\u8981\u8fdb\u4e00\u6b65\u5b8c\u5584\u80dc\u8d1f\u6a21\u5f0f\u5206\u6790\uff0c\u53ef\u4ee5\u8003\u8651\u5176\u4ed6\u53d8\u91cf\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u6839\u636e\u7403\u961f\u7684\u51c0\u80dc\u7403\u6216\u6bd4\u8d5b\u5730\u70b9\uff08\u4e3b\u573a\u3001\u5ba2\u573a\u6216\u4e2d\u7acb\u573a\u5730\uff09\u6765\u5206\u6790\u8d62\u7403\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p><strong>\u95ee\u9898 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